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#read csv file
dataset <- "/Users/tu/Desktop/DATA180-Tu/final/loan_default_data_set.csv"
loan_df <- read.csv(dataset)
loan_df## tot_balance avg_bal_cards credit_age credit_age_good_account
## 1 102956.11 14819.0574 238 104
## 2 132758.73 18951.9346 384 197
## 3 124658.92 15347.9297 277 110
## 4 133968.54 14050.7133 375 224
## 5 143601.80 14858.5153 374 155
## 6 83980.69 8505.4097 250 178
## 7 154508.47 19626.3647 249 132
## 8 121591.05 11143.1938 252 139
## 9 116267.28 11572.6462 263 102
## 10 144968.72 18370.6170 328 169
## 11 100988.03 7536.1966 182 80
## 12 107638.33 12727.5300 344 151
## 13 89475.84 7610.2129 377 164
## 14 111727.30 13123.6753 336 144
## 15 108849.87 14907.1317 306 133
## 16 96643.32 12297.9479 217 100
## 17 93084.81 8737.2294 210 97
## 18 131165.36 17224.6249 377 216
## 19 141563.01 17836.4269 94 61
## 20 91656.11 10692.6580 387 182
## 21 108397.85 10006.5062 331 149
## 22 101097.48 14224.4898 319 151
## 23 90168.76 12929.4713 322 131
## 24 59642.38 6238.8832 244 116
## 25 97504.62 12474.7983 409 186
## 26 93669.94 10334.4989 206 110
## 27 120888.58 12839.0998 318 198
## 28 71770.68 9920.8515 192 151
## 29 105528.68 12417.5076 279 124
## 30 100700.71 13878.4714 240 129
## 31 103304.86 12456.4110 256 143
## 32 132159.09 14990.6345 269 151
## 33 131442.00 15228.8231 285 121
## 34 108260.37 10289.5149 246 146
## 35 108962.38 11918.0379 274 130
## 36 117855.56 10996.5013 294 149
## 37 123010.53 13723.8758 210 99
## 38 132323.86 14581.5686 289 123
## 39 126847.62 13109.0115 350 162
## 40 132777.19 13891.8832 200 139
## 41 118555.83 12726.9372 221 148
## 42 105116.70 10489.8142 300 146
## 43 109894.69 15049.2257 296 171
## 44 82613.33 12223.8459 295 143
## 45 132629.31 14562.1324 332 177
## 46 118637.72 13149.3769 270 124
## 47 97618.74 18055.4059 274 180
## 48 103747.46 13695.7105 292 165
## 49 112170.39 14260.3264 304 142
## 50 74154.85 9106.1252 303 149
## 51 148715.59 18285.9671 480 213
## 52 150449.51 16815.0236 328 193
## 53 67077.68 7787.0494 307 149
## 54 135130.06 18326.2519 274 156
## 55 115855.51 13042.9379 369 195
## 56 104520.29 15966.5977 316 186
## 57 83295.11 10816.6126 206 151
## 58 114525.19 8602.4992 230 152
## 59 107297.77 10182.4163 200 136
## 60 111616.33 12238.5305 216 120
## 61 117729.05 12262.0557 295 153
## 62 106241.59 11062.5628 334 195
## 63 111457.63 10876.9902 347 135
## 64 130635.36 13944.8806 245 125
## 65 95979.71 9421.1841 290 132
## 66 100347.72 9576.9359 369 193
## 67 65007.26 10457.6638 267 128
## 68 127250.01 16095.6284 292 122
## 69 131683.83 14381.5160 312 147
## 70 113797.67 11242.6452 294 137
## 71 118415.36 15652.2482 214 109
## 72 109906.51 14967.4598 297 135
## 73 89149.28 11821.8568 153 55
## 74 130893.97 15736.3843 101 69
## 75 90446.46 13848.3127 115 55
## 76 99553.95 11326.6219 304 197
## 77 99818.73 14683.4360 404 220
## 78 54654.43 4660.5318 300 179
## 79 102105.02 13625.3356 218 129
## 80 79976.90 6675.5933 248 142
## 81 113433.76 9923.0142 263 140
## 82 126034.59 17123.4993 224 134
## 83 117048.55 12094.0536 230 129
## 84 130381.27 15833.7651 323 126
## 85 37213.81 7900.7565 254 129
## 86 93652.70 15598.0135 388 214
## 87 82664.11 10765.7885 255 106
## 88 123953.82 11576.5894 250 103
## 89 102903.32 9807.2424 273 139
## 90 90814.21 11616.5752 389 230
## 91 110300.67 12667.4893 337 167
## 92 127690.95 13176.8685 221 78
## 93 127651.81 19725.7146 155 71
## 94 60992.32 9150.7006 197 105
## 95 129410.80 15784.9610 242 153
## 96 112972.43 9974.0990 190 111
## 97 99037.83 12443.8023 355 172
## 98 158945.93 18562.9606 242 127
## 99 106517.05 9584.1825 215 45
## 100 124254.66 12492.4638 335 139
## 101 78938.33 8418.1547 304 116
## 102 126582.91 14866.0582 160 40
## 103 106322.21 11603.4517 325 157
## 104 132151.03 12465.3302 322 167
## 105 164689.32 15259.5743 258 148
## 106 103088.07 12623.2916 341 200
## 107 148076.85 13358.2211 362 162
## 108 90519.20 11391.2599 303 168
## 109 100274.26 8932.8752 256 134
## 110 91246.46 9513.3261 321 162
## 111 111540.69 15463.3442 380 177
## 112 99233.96 10110.8753 192 112
## 113 89435.52 11014.6705 444 212
## 114 97964.58 15057.1107 275 171
## 115 75636.40 7683.8187 247 171
## 116 100416.32 11206.7983 242 166
## 117 129968.59 11277.0859 360 171
## 118 101955.76 12723.4230 297 196
## 119 125259.59 11622.5649 257 147
## 120 101340.85 10859.0472 199 149
## 121 151754.01 17685.9586 255 165
## 122 79795.73 9781.2182 415 182
## 123 64297.85 9957.2790 286 161
## 124 72820.77 12984.6065 414 228
## 125 84644.24 10296.7161 247 121
## 126 115661.14 11546.7280 312 164
## 127 132562.05 15063.5032 365 147
## 128 144936.01 16208.9608 164 87
## 129 146377.07 20455.4389 113 97
## 130 87361.21 9299.2170 272 205
## 131 108638.05 13700.9114 226 113
## 132 128212.73 12397.1534 349 177
## 133 146278.90 15689.0815 311 134
## 134 146975.55 13799.8038 183 91
## 135 73771.71 10224.2845 284 154
## 136 120322.51 11299.9075 299 177
## 137 101368.73 11543.8633 340 168
## 138 69011.31 8445.1617 173 128
## 139 125435.86 15762.0553 274 175
## 140 101183.11 13316.9177 304 157
## 141 146690.63 15049.3574 262 138
## 142 136764.52 14263.7635 288 147
## 143 126151.75 14030.3006 262 207
## 144 82850.66 10721.3997 428 227
## 145 137653.28 17178.4019 270 116
## 146 115323.84 12465.8489 197 102
## 147 102592.76 12850.6613 172 126
## 148 118500.52 11163.5794 283 129
## 149 118182.13 13651.6772 274 140
## 150 121883.72 13699.6388 258 114
## 151 108860.50 15705.1493 167 72
## 152 108287.61 13757.5900 279 154
## 153 146255.77 12746.1935 309 170
## 154 113321.90 12167.1180 0 50
## 155 102640.42 11133.1460 376 178
## 156 137052.55 14382.9546 344 159
## 157 127666.15 11730.3911 251 152
## 158 73224.89 8344.7498 305 188
## 159 85462.59 10129.9962 232 110
## 160 106753.78 12904.5871 242 128
## 161 106006.39 12649.4715 391 156
## 162 76758.33 8430.4257 89 68
## 163 127009.18 14833.4314 293 144
## 164 95742.15 8821.5974 428 216
## 165 115267.34 16495.0840 140 72
## 166 101125.02 17690.1323 287 125
## 167 81507.83 14313.4611 272 106
## 168 62175.05 5765.7649 237 121
## 169 118965.18 11678.8268 294 159
## 170 121405.11 14361.6582 200 178
## 171 89286.34 6823.2448 253 145
## 172 96606.47 9562.3996 248 92
## 173 89985.61 9519.7896 391 171
## 174 155781.52 17530.4792 286 124
## 175 106672.40 17083.6260 230 129
## 176 133714.68 14212.3475 344 219
## 177 73241.02 9431.2564 385 169
## 178 110231.33 10692.8455 178 100
## 179 108307.20 13916.1936 176 79
## 180 140373.04 14512.3071 239 134
## 181 100116.73 10322.4067 310 151
## 182 84553.09 14270.6061 247 115
## 183 120288.42 10449.9439 287 187
## 184 103247.27 14005.2217 326 138
## 185 110481.34 15925.6066 258 139
## 186 116902.74 14045.5139 326 187
## 187 97536.40 6638.4262 240 182
## 188 74329.32 5035.6459 133 91
## 189 122954.02 9970.0938 313 154
## 190 110558.30 10584.1515 224 164
## 191 93715.61 12801.3064 229 141
## 192 129558.34 11990.9151 283 120
## 193 114781.05 15606.4507 304 174
## 194 117086.27 14040.4494 289 160
## 195 84770.09 12834.4558 337 225
## 196 135659.75 17360.7007 359 216
## 197 129800.96 12323.5484 212 144
## 198 70589.62 9908.6959 251 127
## 199 71743.21 8019.1696 311 107
## 200 97529.79 12333.6725 376 179
## 201 116679.76 13721.1648 360 169
## 202 85163.90 10123.7925 248 127
## 203 106523.82 11448.3510 321 162
## 204 105010.70 13532.7562 228 89
## 205 112253.25 12899.8201 168 93
## 206 112577.80 13320.0943 181 134
## 207 111572.99 13470.4032 416 236
## 208 126999.34 11440.4662 274 154
## 209 103479.55 8432.9670 376 220
## 210 94593.69 9820.7369 346 162
## 211 98090.97 10281.1528 164 91
## 212 104847.46 10663.4044 255 154
## 213 82667.48 7646.5504 440 221
## 214 116939.89 9856.1855 354 197
## 215 93928.87 13730.7329 289 152
## 216 115999.14 15320.5701 266 125
## 217 118938.32 9358.6900 262 166
## 218 129282.65 15520.5671 239 170
## 219 117373.36 9878.6099 285 189
## 220 120429.46 17455.2666 388 215
## 221 109106.12 14630.6365 246 125
## 222 96130.10 12080.4770 335 141
## 223 135813.57 12956.8794 368 151
## 224 113245.04 11049.6658 285 138
## 225 77551.69 11366.2470 368 171
## 226 93730.19 11750.6833 200 108
## 227 159443.25 15709.8139 221 130
## 228 129081.02 11692.7041 274 154
## 229 136295.11 19486.0577 119 107
## 230 90007.06 10055.6714 217 135
## 231 97479.41 12340.5255 266 112
## 232 124699.13 18140.6821 277 137
## 233 132662.49 15627.6982 393 173
## 234 92146.27 14458.3013 190 124
## 235 92697.59 7356.4551 356 190
## 236 97018.97 9042.1438 173 85
## 237 157638.07 18375.3203 271 172
## 238 119206.98 14749.4030 315 159
## 239 109029.73 13034.1873 306 164
## 240 135590.21 10752.5852 245 131
## 241 103195.74 6869.1719 373 209
## 242 87640.71 14131.7477 203 110
## 243 92352.25 12025.8036 159 59
## 244 105985.75 12899.0650 345 208
## 245 140767.46 10630.9173 237 100
## 246 111384.70 15788.1889 414 230
## 247 78958.78 4772.8629 226 129
## 248 99126.66 10843.4500 205 117
## 249 136786.94 14611.4207 264 131
## 250 120060.91 16654.2930 280 156
## 251 94356.92 8275.2235 423 208
## 252 92738.42 9801.5364 147 65
## 253 84707.15 10125.5834 250 98
## 254 118010.43 8581.3484 250 108
## 255 126457.70 14251.8609 331 146
## 256 122731.54 13757.9728 294 132
## 257 131821.22 15179.2525 315 162
## 258 88360.73 12990.6801 211 112
## 259 92011.91 10535.8861 296 169
## 260 137397.84 14362.2441 379 179
## 261 132817.79 17732.4465 332 143
## 262 96104.76 12764.9778 174 53
## 263 80852.00 9056.9032 239 101
## 264 122942.71 12911.5105 421 207
## 265 98619.65 11909.0854 312 164
## 266 58403.77 10761.1304 404 159
## 267 98738.68 9193.5287 297 138
## 268 108649.17 13346.4115 347 217
## 269 123937.58 13666.2897 222 115
## 270 159611.82 12685.6969 147 72
## 271 127373.95 11527.9896 174 129
## 272 69997.36 8606.6642 311 105
## 273 67724.13 9535.3377 362 160
## 274 66910.68 10522.6365 289 133
## 275 90315.52 9065.9643 212 83
## 276 105777.60 14712.7224 394 168
## 277 117275.00 13103.0795 226 162
## 278 93552.94 11579.4635 413 210
## 279 130064.36 19525.7607 397 201
## 280 66348.08 5764.1919 124 72
## 281 79782.00 9124.6878 167 47
## 282 86427.44 7215.8688 261 140
## 283 92927.48 13227.1999 198 106
## 284 99504.83 12900.4454 310 169
## 285 94649.94 11289.0067 227 141
## 286 121698.45 13000.9308 293 118
## 287 90632.69 7658.8550 217 149
## 288 76976.91 10283.9556 176 105
## 289 95018.85 9667.0770 338 169
## 290 75075.71 7480.0676 179 117
## 291 123409.78 11357.8879 330 190
## 292 112568.48 12094.8150 197 100
## 293 107691.32 13339.8413 243 108
## 294 115415.27 12581.3242 205 78
## 295 96742.20 11732.3618 244 138
## 296 101492.74 12037.3944 331 161
## 297 111438.88 10779.1349 209 75
## 298 127122.96 15607.3398 291 130
## 299 100091.86 13794.9933 398 193
## 300 73226.22 11438.1582 397 198
## 301 104759.18 14273.7833 292 179
## 302 109408.47 12557.8325 290 189
## 303 84909.28 10661.3003 229 150
## 304 117602.81 16213.3518 344 203
## 305 88693.97 15549.8343 151 78
## 306 63088.28 6689.5421 328 184
## 307 120194.03 14590.4488 340 173
## 308 88132.67 10781.1198 285 146
## 309 84729.63 9339.6096 257 140
## 310 91048.99 14724.6343 229 159
## 311 127819.39 15856.8301 251 159
## 312 139564.04 13226.3149 371 196
## 313 144675.32 9931.4907 149 101
## 314 120573.58 14332.3806 187 80
## 315 107978.13 11116.2216 255 162
## 316 119165.82 11741.6030 295 171
## 317 120331.48 14336.8167 258 125
## 318 122214.43 10940.5932 302 192
## 319 68799.46 8055.6855 251 141
## 320 103698.81 14105.5367 331 164
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## 322 100742.04 5982.8586 213 100
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## 328 103525.08 11352.7504 193 88
## 329 106559.11 15715.4011 377 198
## 330 82172.51 10779.5972 267 152
## 331 114414.12 12931.8997 296 143
## 332 127546.81 11099.3904 465 215
## 333 108967.14 14214.3389 324 126
## 334 123230.64 14079.9000 428 197
## 335 108390.00 14167.4779 361 170
## 336 101320.54 11386.0615 376 214
## 337 141624.41 17483.5320 238 102
## 338 92885.45 8004.4466 228 146
## 339 102395.89 12427.3804 339 187
## 340 157263.91 18034.7709 217 99
## 341 122686.16 15125.6866 187 58
## 342 70949.56 6449.5051 241 131
## 343 124442.14 11992.6242 195 149
## 344 74566.63 8975.2847 291 172
## 345 105784.35 14499.8267 200 124
## 346 126271.04 9763.8487 361 201
## 347 110364.12 13330.9282 236 64
## 348 108123.52 8355.6535 247 139
## 349 132664.30 12398.6791 310 188
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## 351 50108.37 12110.0317 314 149
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## 353 134437.11 14551.8128 247 167
## 354 127836.40 16964.3310 181 106
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## 1651 125599.77 13573.5173 243 148
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## 1653 101586.30 11158.5986 249 165
## 1654 99385.43 11677.6898 437 219
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## 1671 167186.93 18308.4043 359 197
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## 1680 109961.20 14232.2376 379 171
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## 1683 154176.14 18788.1842 317 140
## 1684 52514.33 6019.0727 166 94
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## 1686 99812.77 10026.4921 309 184
## 1687 134912.31 15195.3993 228 139
## 1688 119496.22 12840.6962 349 180
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## 1690 74759.60 9977.1037 288 176
## 1691 67515.62 6516.1929 263 159
## 1692 138611.76 11123.5493 354 187
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## 1709 130936.45 13850.8504 309 178
## 1710 63006.10 8448.1472 326 159
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## 1714 135270.33 14782.5381 123 66
## 1715 123630.46 13840.8434 174 80
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## 1718 157856.37 18462.1663 337 123
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## 1720 104690.44 12177.1419 230 115
## 1721 140258.30 21058.6857 282 140
## 1722 102234.44 12168.9286 231 165
## 1723 104699.30 13883.8078 385 182
## 1724 104368.20 9191.7606 379 181
## 1725 104206.61 13775.1494 337 160
## 1726 88153.73 10711.6840 127 131
## 1727 114908.19 10591.3432 374 190
## 1728 71614.13 9740.1963 381 187
## 1729 113829.04 15647.0095 244 134
## 1730 72192.26 9883.2674 345 193
## 1731 108962.74 16564.0890 131 97
## 1732 115060.01 11760.9310 213 119
## 1733 121009.64 12166.0882 237 132
## 1734 133504.25 16266.3225 345 170
## 1735 64752.34 6195.3908 434 222
## 1736 137030.49 14395.4633 347 172
## 1737 92583.16 12702.5430 321 183
## 1738 109563.17 8338.9538 290 152
## 1739 94497.60 12187.9830 192 88
## 1740 109636.42 10964.5433 230 125
## 1741 109174.12 7830.7226 387 200
## 1742 104446.93 14615.7422 230 124
## 1743 96190.64 10244.6271 291 142
## 1744 93048.78 6498.9349 309 133
## 1745 78498.59 9581.9499 370 148
## 1746 113976.02 16540.2426 335 142
## 1747 107420.41 13278.5247 179 97
## 1748 156806.11 15493.3548 363 187
## 1749 123285.23 17301.6598 330 158
## 1750 115417.03 10738.8283 324 182
## 1751 132266.90 15385.5231 177 86
## 1752 108923.23 11941.8854 294 168
## 1753 139051.90 17921.2235 389 173
## 1754 144658.60 20217.3940 372 187
## 1755 123763.63 13085.9399 260 126
## 1756 92559.46 10158.6779 260 160
## 1757 134723.53 17912.0319 312 181
## 1758 121330.23 10226.9668 286 111
## 1759 101461.16 13948.1508 339 171
## 1760 93510.11 9617.7321 238 125
## 1761 132140.36 16821.2373 160 59
## 1762 106498.60 8513.3803 308 126
## 1763 85637.95 12497.1746 287 129
## 1764 98773.21 11316.1946 197 144
## 1765 93841.73 13879.4018 308 155
## 1766 90530.61 9534.6485 384 189
## 1767 129008.38 15579.7690 251 117
## 1768 96243.89 13840.9846 342 183
## 1769 132916.75 12418.2665 208 143
## 1770 123393.28 14952.6105 373 187
## 1771 131744.48 8323.1796 432 196
## 1772 124058.62 14068.5689 385 176
## 1773 95505.57 9739.1671 155 93
## 1774 93583.13 12862.0324 257 153
## 1775 96031.20 14203.1812 113 78
## 1776 148301.37 13844.7708 292 156
## 1777 135991.46 12826.1212 330 149
## 1778 108142.98 10298.7173 309 188
## 1779 104933.34 12332.2708 268 139
## 1780 92557.84 11124.6836 278 150
## 1781 134462.38 12753.2700 310 133
## 1782 95091.64 12413.8662 277 118
## 1783 115217.69 15905.6812 232 98
## 1784 103444.27 12786.4297 308 176
## 1785 128366.08 11826.8889 280 118
## 1786 112197.90 14476.5034 330 171
## 1787 124126.27 15414.7737 217 156
## 1788 115438.67 13992.2179 305 145
## 1789 102604.54 12790.5317 239 117
## 1790 121139.81 13508.7969 298 128
## 1791 154394.59 13690.2971 249 115
## 1792 157337.05 15387.4581 343 163
## 1793 101470.35 9835.2350 371 204
## 1794 132981.59 18280.4776 280 130
## 1795 151630.20 14390.2366 219 127
## 1796 102619.07 12711.6251 175 104
## 1797 177612.90 16838.0329 189 131
## 1798 76171.23 8044.2678 295 133
## 1799 117572.08 15399.5027 168 74
## 1800 106336.38 9247.0387 270 121
## 1801 102423.26 11508.1307 378 158
## 1802 124388.25 16372.1521 364 193
## 1803 111855.53 12337.9315 299 90
## 1804 86716.28 9950.5101 321 193
## 1805 117728.53 11000.1686 364 168
## 1806 132291.24 10984.6895 219 180
## 1807 125326.66 9376.2815 320 153
## 1808 103845.90 12109.4381 365 192
## 1809 133843.98 13814.8448 202 121
## 1810 135526.82 13623.1893 103 76
## 1811 118729.77 11554.4250 238 106
## 1812 127067.19 14741.0019 205 117
## 1813 110482.09 11957.4425 232 126
## 1814 94708.97 15824.7661 338 173
## 1815 62596.96 8062.7753 340 149
## 1816 117483.48 13993.3609 118 58
## 1817 66597.77 9116.7908 322 151
## 1818 166881.52 15891.8981 416 195
## 1819 69831.28 8203.8644 129 66
## 1820 86052.46 9407.1881 349 179
## 1821 124599.82 14073.1074 434 198
## 1822 84983.85 9582.5837 292 184
## 1823 113051.98 13342.1441 270 144
## 1824 95438.01 11325.4887 285 121
## 1825 115023.82 9995.2597 138 89
## 1826 114253.07 12954.3301 310 118
## 1827 74691.12 9171.8435 197 121
## 1828 110729.68 12253.9963 271 117
## 1829 133243.25 18808.3748 310 129
## 1830 110389.56 12034.6226 228 120
## 1831 106231.42 12179.4442 335 194
## 1832 96138.12 11177.1883 291 149
## 1833 71835.89 7742.6699 238 170
## 1834 66091.40 6738.6347 250 127
## 1835 74866.46 10326.6604 397 197
## 1836 85467.55 9830.6539 320 158
## 1837 72700.74 9583.9727 251 158
## 1838 117335.03 13150.0446 285 183
## 1839 128623.25 12843.8358 324 174
## 1840 79033.24 8287.5572 293 136
## 1841 133778.64 15689.2066 281 97
## 1842 127527.56 11219.8696 319 161
## 1843 117765.55 11788.7642 465 235
## 1844 118115.95 16041.5473 391 211
## 1845 121740.78 15899.6553 379 195
## 1846 101266.96 7378.9842 344 154
## 1847 85926.57 10353.9413 227 109
## 1848 74387.48 13390.9449 229 97
## 1849 124529.19 12614.4164 113 100
## 1850 110840.28 17598.4468 300 165
## 1851 101836.62 12210.9753 314 153
## 1852 102501.82 9376.2326 277 113
## 1853 99553.93 12974.0484 320 171
## 1854 111395.77 11612.3184 258 161
## 1855 99773.75 9449.3212 218 91
## 1856 46848.83 8347.1614 312 169
## 1857 91251.52 4432.0746 211 108
## 1858 92748.49 10010.1827 304 164
## 1859 156722.49 16733.4002 222 144
## 1860 73699.06 6783.7210 340 187
## 1861 128532.04 10087.6173 266 165
## 1862 90098.32 11063.0562 204 119
## 1863 99567.22 10175.9635 292 180
## 1864 120961.80 14322.3008 276 155
## 1865 97325.45 6157.7663 316 150
## 1866 102085.06 12460.6296 221 111
## 1867 108283.45 8874.0557 293 107
## 1868 116025.43 12127.5684 412 109
## 1869 127213.97 13570.2131 314 146
## 1870 87379.23 8379.4891 399 166
## 1871 101379.31 10467.4364 318 177
## 1872 71583.17 7479.4492 183 88
## 1873 123717.04 14759.6981 389 210
## 1874 71046.29 8429.5964 310 174
## 1875 94618.71 10885.0212 76 52
## 1876 104212.02 11607.6707 308 150
## 1877 114046.17 11625.3882 313 190
## 1878 132172.46 11991.9534 374 122
## 1879 59502.46 6733.1813 306 134
## 1880 94994.94 12028.5875 276 142
## 1881 97827.11 10026.6591 274 142
## 1882 100246.05 10147.2768 229 122
## 1883 137759.38 17684.4837 204 81
## 1884 83609.97 9392.0245 389 193
## 1885 92180.23 9761.9452 384 168
## 1886 113169.59 11339.3563 298 125
## 1887 135932.65 13676.8619 102 77
## 1888 117079.38 11016.6333 348 159
## 1889 131938.28 19028.4026 322 167
## 1890 89870.83 10316.0197 164 89
## 1891 91595.39 11575.8372 269 135
## 1892 118012.02 15506.5828 253 96
## 1893 103435.95 12871.9889 191 102
## 1894 99110.54 13654.3075 296 134
## 1895 145198.02 17462.6303 264 163
## 1896 70050.06 10292.3477 420 220
## 1897 120065.81 13274.4934 277 147
## 1898 107112.73 13200.4856 350 151
## 1899 138419.06 13796.3488 313 153
## 1900 75649.47 10980.7798 353 163
## 1901 74443.26 8143.4875 396 207
## 1902 100118.93 9984.6997 329 206
## 1903 140498.21 17737.5186 365 196
## 1904 90744.13 6570.4608 258 137
## 1905 116982.42 15607.9091 158 51
## 1906 80583.83 9837.3673 330 193
## 1907 95109.00 16756.1021 290 164
## 1908 83081.49 9184.0790 391 200
## 1909 90576.12 9017.1446 280 178
## 1910 128281.05 13177.8314 301 134
## 1911 30917.23 8654.1397 313 188
## 1912 118938.01 13621.8281 158 91
## 1913 107141.00 10385.4089 227 127
## 1914 121965.74 12088.8126 388 182
## 1915 91762.52 12749.7907 292 159
## 1916 111693.77 12187.5478 287 154
## 1917 68832.03 6112.6979 283 157
## 1918 110558.35 12996.7873 320 172
## 1919 96976.53 11185.1153 267 161
## 1920 95012.61 13918.1620 277 136
## 1921 77541.80 5432.8166 259 110
## 1922 123366.15 14233.8426 415 211
## 1923 111180.21 13606.2702 281 127
## 1924 158020.94 18425.1572 353 192
## 1925 117743.83 14359.0563 280 171
## 1926 71539.58 5181.7134 242 154
## 1927 97930.30 11849.6491 400 204
## 1928 97756.24 10861.4266 195 104
## 1929 94254.62 8737.4551 294 168
## 1930 133870.33 17822.7500 333 163
## 1931 105339.17 8633.5776 181 74
## 1932 76720.82 10419.5949 167 114
## 1933 107863.48 12608.7433 306 170
## 1934 133423.50 15674.6494 156 107
## 1935 125833.44 12355.3876 193 90
## 1936 85303.20 8945.2476 360 172
## 1937 112924.14 11818.3646 355 218
## 1938 130601.87 16518.7614 202 72
## 1939 89583.26 10254.1541 209 107
## 1940 97705.24 14036.6105 199 108
## 1941 132678.85 16260.7011 345 234
## 1942 99722.50 14915.5898 318 180
## 1943 126020.35 13930.9313 390 172
## 1944 115523.91 12711.5432 266 116
## 1945 119103.03 12709.9062 228 130
## 1946 86006.53 7558.5890 216 86
## 1947 101578.85 10546.0651 258 151
## 1948 97616.48 11816.1493 239 120
## 1949 140292.59 15478.7656 237 112
## 1950 82138.88 9732.6675 278 122
## 1951 114234.52 16610.8894 332 153
## 1952 65959.74 13180.5853 297 144
## 1953 80091.54 7571.9050 243 105
## 1954 108230.62 7342.1082 297 168
## 1955 102650.50 13982.9816 340 195
## 1956 112705.50 11302.8135 195 119
## 1957 97967.50 9900.1781 294 175
## 1958 153222.54 19905.8278 214 87
## 1959 111908.60 16676.6744 189 74
## 1960 121488.34 13856.5811 291 170
## 1961 142781.21 17264.8963 307 169
## 1962 107350.66 10984.5927 286 172
## 1963 137157.08 13800.5018 173 102
## 1964 97934.71 14321.3052 265 98
## 1965 127620.66 18158.0062 394 176
## 1966 119131.10 13486.4476 216 163
## 1967 83579.58 10884.7323 232 122
## 1968 105263.27 11108.6063 222 130
## 1969 90228.46 10088.9008 249 148
## 1970 108202.81 12368.0509 249 115
## 1971 110991.56 15697.8866 147 99
## 1972 118664.60 11973.5132 275 91
## 1973 63388.61 8448.5553 186 78
## 1974 99613.36 15347.8347 236 110
## 1975 87002.34 9250.8827 149 90
## 1976 96225.53 11373.9559 314 153
## 1977 101147.94 11268.0504 217 183
## 1978 105751.94 16328.7926 434 246
## 1979 60464.15 9507.7294 312 155
## 1980 118415.26 13351.9033 236 152
## 1981 82317.01 9206.6760 404 239
## 1982 117077.92 12866.8489 210 90
## 1983 97323.95 15347.8296 184 112
## 1984 104499.81 13077.5477 240 99
## 1985 86403.93 12922.2707 287 146
## 1986 118742.41 16222.5652 155 63
## 1987 117864.67 12772.8360 329 176
## 1988 141801.97 14351.8735 237 152
## 1989 144223.42 11798.1136 384 195
## 1990 75817.19 7904.3713 248 88
## 1991 123017.50 9166.4197 227 113
## 1992 147535.89 14555.9716 292 153
## 1993 119897.00 11286.6829 184 124
## 1994 116719.65 14753.6291 363 182
## 1995 88974.04 9724.6276 230 91
## 1996 105445.96 11418.3457 217 130
## 1997 109943.13 10347.7314 263 142
## 1998 85393.30 7693.8498 371 160
## 1999 127861.87 13284.0291 244 149
## 2000 107092.48 11497.6878 251 152
## 2001 133406.29 13055.4114 276 142
## 2002 93237.77 8481.3017 286 133
## 2003 104458.68 17392.9587 179 71
## 2004 110279.85 9847.4039 275 163
## 2005 135375.71 18040.3441 392 214
## 2006 105908.88 14887.1476 341 163
## 2007 116057.87 13234.7917 277 167
## 2008 91734.64 11370.9568 319 169
## 2009 137418.90 15899.0483 235 128
## 2010 100298.78 11323.3495 234 117
## 2011 98675.23 10873.2725 160 89
## 2012 141709.66 15292.4597 289 137
## 2013 85966.51 9344.7796 323 119
## 2014 144189.88 18142.1375 288 137
## 2015 117992.72 13722.6139 223 122
## 2016 114024.94 11372.9731 275 127
## 2017 99614.23 10311.1455 317 147
## 2018 105153.01 11515.9422 294 158
## 2019 130584.83 13036.7564 281 177
## 2020 110843.05 10893.4661 330 187
## 2021 121211.45 16022.6381 238 164
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## 4500 101067.24 11905.4509 245 148
## 4501 109442.41 10966.8690 260 163
## 4502 96761.69 10359.7559 290 171
## 4503 85904.86 8633.3882 289 155
## 4504 93709.27 10686.3448 353 123
## 4505 102296.28 8522.9183 185 107
## 4506 107109.53 11247.4311 290 174
## 4507 122240.38 14008.4686 321 157
## 4508 76410.76 10840.9411 232 139
## 4509 100410.02 10272.7071 236 157
## 4510 117570.45 12316.1870 277 158
## 4511 80198.73 10039.7057 420 213
## 4512 115876.61 9905.6280 480 201
## 4513 145955.85 14486.0352 292 138
## 4514 115850.63 9773.4130 275 100
## 4515 131978.10 17501.9349 363 186
## 4516 100099.73 10784.6798 229 140
## 4517 39126.32 6580.8120 65 57
## 4518 118086.66 15260.4722 213 138
## 4519 79613.62 11806.9687 283 147
## 4520 108348.94 7671.7666 170 116
## 4521 107086.22 12662.4105 243 185
## 4522 92666.47 13308.6245 380 205
## 4523 78121.67 12735.4000 287 121
## 4524 119698.71 10545.6771 264 113
## 4525 121000.10 16534.5809 405 187
## 4526 113797.32 15897.8047 123 80
## 4527 64296.12 6580.3000 450 226
## 4528 91320.95 13284.0369 205 145
## 4529 108847.00 14972.5484 418 199
## 4530 122542.55 13606.7542 281 105
## 4531 114168.35 13081.8275 408 179
## 4532 87181.98 10725.0740 309 196
## 4533 110393.18 13740.2242 318 156
## 4534 89107.34 8637.0945 316 197
## 4535 111235.72 12055.5154 326 168
## 4536 114104.55 12781.9910 391 207
## 4537 128788.99 12971.7329 251 119
## 4538 120335.48 17848.8921 255 116
## 4539 86625.65 7026.2140 328 138
## 4540 99394.96 11418.2022 203 88
## 4541 132804.83 16355.7691 168 93
## 4542 101553.86 10221.9676 304 137
## 4543 152852.10 16309.8054 359 183
## 4544 102201.30 9950.1189 254 199
## 4545 110485.76 12956.8540 323 173
## 4546 100662.32 11719.8894 385 123
## 4547 119823.04 12692.7181 278 98
## 4548 82134.41 10999.2614 389 205
## 4549 90289.01 10019.3267 279 120
## 4550 128236.50 15890.8685 408 191
## 4551 87732.71 7390.1908 313 121
## 4552 135216.96 10557.6449 250 72
## 4553 95514.10 15704.2798 293 134
## 4554 125610.60 16727.2136 233 138
## 4555 103376.51 10468.1372 245 145
## 4556 151163.96 19555.0548 324 163
## 4557 110919.66 9053.1536 185 59
## 4558 142243.94 13810.2902 242 196
## 4559 90086.66 11498.5405 328 148
## 4560 86885.51 13276.3356 209 116
## 4561 83874.79 12573.0070 273 168
## 4562 113165.49 12107.3190 244 122
## 4563 127476.96 14916.1013 327 174
## 4564 108420.25 12990.2083 213 152
## 4565 86916.79 8834.3343 341 184
## 4566 135507.56 12359.2461 194 152
## 4567 127683.91 15319.5732 356 200
## 4568 108566.60 9954.6700 276 139
## 4569 81610.53 11747.9708 238 145
## 4570 108945.06 10311.4764 261 159
## 4571 116028.73 11709.6496 177 108
## 4572 101203.99 14484.0092 195 114
## 4573 130027.90 13632.2712 224 93
## 4574 94838.65 13652.8312 272 120
## 4575 112422.90 8998.7996 293 131
## 4576 82864.53 11621.2172 371 156
## 4577 115230.65 10096.1902 420 162
## 4578 87496.69 10197.1556 313 125
## 4579 91197.32 7759.5009 260 116
## 4580 88517.41 12042.9791 294 171
## 4581 155943.04 19892.3006 350 188
## 4582 81433.51 9877.0335 223 109
## 4583 101773.63 14264.0724 286 172
## 4584 133628.95 14799.2063 338 174
## 4585 129152.40 13936.9756 221 130
## 4586 113862.72 13182.6118 148 71
## 4587 128783.53 13586.1012 336 174
## 4588 131835.47 11192.8179 292 118
## 4589 137324.01 20068.7076 316 139
## 4590 140647.05 15142.3165 236 117
## 4591 42073.79 3743.3283 331 167
## 4592 115592.21 10269.5716 212 108
## 4593 110336.26 14369.7445 237 148
## 4594 139177.61 17035.5510 197 111
## 4595 135719.95 15820.2617 384 179
## 4596 119800.76 13917.4573 291 157
## 4597 85791.15 7577.8543 217 141
## 4598 129161.56 17371.9176 381 195
## 4599 88922.97 14267.3871 366 182
## 4600 106182.79 10242.1551 366 174
## 4601 92520.57 14166.1305 292 113
## 4602 101739.70 8848.7613 227 129
## 4603 105203.77 10263.5061 152 53
## 4604 96082.91 11957.1757 159 139
## 4605 144029.75 17872.5285 159 109
## 4606 80525.54 9999.8266 295 164
## 4607 107057.03 15954.6676 313 157
## 4608 75252.53 12479.9386 379 176
## 4609 111640.38 15008.7538 346 195
## 4610 91345.88 12656.5749 363 177
## 4611 138412.62 15369.0024 328 173
## 4612 74726.34 6084.9966 338 153
## 4613 131750.12 12313.0603 297 192
## 4614 90730.11 10735.1978 258 151
## 4615 112695.06 12968.3602 228 130
## 4616 115201.21 10816.8462 243 70
## 4617 91370.19 10768.6168 192 131
## 4618 118526.08 15627.2617 426 189
## 4619 81583.66 6157.1826 194 106
## 4620 100760.32 10058.1264 336 194
## 4621 78051.55 10597.6443 250 130
## 4622 103365.00 11269.3218 170 127
## 4623 67476.38 10495.6990 213 104
## 4624 121540.35 11623.4193 326 160
## 4625 110369.15 9985.9701 280 140
## 4626 134396.94 16886.4885 283 153
## 4627 111883.38 10571.2651 365 192
## 4628 114729.10 12388.4654 343 163
## 4629 77931.96 10532.3521 267 132
## 4630 106579.59 13257.2767 237 129
## 4631 111541.37 12186.8119 336 144
## 4632 100458.35 11741.2054 407 206
## 4633 100017.36 13606.2954 400 146
## 4634 120580.97 15741.3566 314 151
## 4635 97202.46 11961.3327 248 100
## 4636 101548.44 12075.0581 311 172
## 4637 58351.93 7914.9709 203 119
## 4638 82748.97 9715.5164 294 128
## 4639 122935.62 14295.9322 351 202
## 4640 63733.90 7258.5583 248 117
## 4641 84379.86 8512.2211 291 142
## 4642 106254.98 12242.7469 261 140
## 4643 87505.55 9662.2597 368 195
## 4644 110050.27 15242.2189 340 195
## 4645 107223.11 14154.8397 338 162
## 4646 128518.68 15919.5094 314 173
## 4647 130640.23 12836.3721 340 186
## 4648 105712.31 14251.9771 377 163
## 4649 106218.26 11627.3683 202 117
## 4650 131849.71 11348.9481 267 151
## 4651 70682.74 10336.1853 241 156
## 4652 89037.70 7837.6600 87 57
## 4653 98135.50 10295.1716 237 157
## 4654 86976.58 13521.4431 238 138
## 4655 128120.13 12110.2273 179 109
## 4656 115259.17 14717.9491 375 165
## 4657 94823.23 7540.3385 336 161
## 4658 84273.06 6720.5526 366 154
## 4659 71436.08 4449.5736 172 56
## 4660 92332.53 12846.3055 420 227
## 4661 87685.35 10137.3720 117 94
## 4662 123663.62 13664.6123 303 150
## 4663 120474.10 15211.3601 231 133
## 4664 91175.35 10423.3012 297 119
## 4665 89654.84 8115.5288 282 127
## 4666 90673.57 10051.8463 214 80
## 4667 135633.35 19318.3987 244 103
## 4668 102475.11 9552.7189 186 98
## 4669 133505.81 13026.9598 332 198
## 4670 158527.26 17062.0968 240 126
## 4671 109016.36 10393.6874 261 118
## 4672 106094.85 16658.0777 303 158
## 4673 146103.43 16431.6330 285 79
## 4674 132179.60 11879.3188 156 84
## 4675 57518.66 7811.7395 306 138
## 4676 129738.26 13035.1708 339 172
## 4677 80188.22 6079.4224 380 193
## 4678 123043.52 15678.6223 237 96
## 4679 79843.83 9873.0357 323 154
## 4680 93537.98 9728.9113 348 169
## 4681 92720.30 14966.2088 382 204
## 4682 109601.39 11895.9341 333 182
## 4683 89381.97 8647.8394 388 192
## 4684 140915.07 15197.6525 334 148
## 4685 110737.94 10094.9753 383 208
## 4686 90584.34 11860.3734 163 62
## 4687 79578.29 10507.2607 83 12
## 4688 90057.91 9365.0364 295 180
## 4689 108509.59 7503.0677 440 243
## 4690 92934.34 10550.8361 313 131
## 4691 126177.37 12678.2791 223 148
## 4692 59598.27 4462.7148 217 131
## 4693 154786.94 15817.2174 404 184
## 4694 120511.40 16678.0522 255 176
## 4695 130320.89 16646.7531 184 88
## 4696 129946.62 9954.5796 270 145
## 4697 105281.81 12635.9559 377 192
## 4698 98925.66 8400.2527 301 138
## 4699 106110.17 11070.3521 440 212
## 4700 135139.59 14126.4755 192 118
## 4701 114331.50 10613.1170 296 121
## 4702 109217.62 14812.6173 340 182
## 4703 96490.03 12527.0778 271 128
## 4704 103010.89 12042.4566 247 121
## 4705 112391.75 9726.6187 304 187
## 4706 74150.73 10833.9767 224 158
## 4707 111004.34 11361.2465 214 116
## 4708 99726.18 15863.9316 118 44
## 4709 120754.70 14017.0613 136 76
## 4710 131027.48 13853.5282 380 203
## 4711 86080.01 13188.9340 297 155
## 4712 122833.03 14998.0298 187 162
## 4713 133207.48 15688.7376 296 175
## 4714 115914.77 14692.0328 431 201
## 4715 91173.29 11155.4219 283 167
## 4716 119625.86 13740.3596 279 146
## 4717 112612.89 14519.6295 388 200
## 4718 100247.92 12306.4836 271 139
## 4719 129689.46 15535.3266 279 174
## 4720 122889.40 11140.1632 333 138
## 4721 99853.76 10617.9014 194 78
## 4722 102852.83 7064.9200 231 147
## 4723 130207.89 11781.5631 282 132
## 4724 114677.17 13650.5869 204 122
## 4725 131797.68 15179.7470 270 165
## 4726 95762.26 12797.4112 395 213
## 4727 100644.88 13129.8728 311 140
## 4728 86989.14 11529.8242 143 109
## 4729 105064.02 11437.9960 313 176
## 4730 107641.78 12996.6542 331 136
## 4731 109423.38 13455.3932 192 115
## 4732 99626.69 12041.4319 224 104
## 4733 123122.31 14570.7048 206 86
## 4734 71541.83 6729.4642 314 144
## 4735 121954.91 16152.0230 212 116
## 4736 81323.03 7154.2863 369 182
## 4737 110449.52 16129.6087 227 96
## 4738 91434.83 8790.1256 299 92
## 4739 96316.83 15033.9468 274 135
## 4740 110470.33 11972.6373 331 98
## 4741 127940.86 12365.3453 269 148
## 4742 88353.96 12296.4681 341 175
## 4743 109318.30 9676.6892 280 150
## 4744 99501.02 9747.3624 304 200
## 4745 147032.14 18570.6476 408 177
## 4746 107870.82 12225.6652 391 203
## 4747 93275.11 12504.6105 215 91
## 4748 122158.63 14865.9100 154 83
## 4749 87392.67 10096.9381 241 117
## 4750 79759.94 10380.8457 206 109
## 4751 91883.08 9645.5124 381 178
## 4752 66867.39 8943.6792 196 125
## 4753 94497.99 13631.2134 315 212
## 4754 124341.58 12793.4666 231 167
## 4755 112615.13 17043.5558 210 109
## 4756 149599.11 18599.5896 238 103
## 4757 107287.34 14144.8675 362 195
## 4758 116310.73 11562.4200 226 143
## 4759 100189.13 12635.8107 269 134
## 4760 102752.06 12718.8899 356 128
## 4761 100348.32 9606.7783 238 140
## credit_card_age num_acc_30d_past_due_12_months
## 1 264 0
## 2 371 0
## 3 288 0
## 4 343 0
## 5 278 0
## 6 255 1
## 7 251 0
## 8 269 0
## 9 269 0
## 10 328 0
## 11 210 0
## 12 306 0
## 13 358 0
## 14 342 0
## 15 333 0
## 16 208 0
## 17 277 0
## 18 300 0
## 19 134 1
## 20 374 0
## 21 323 0
## 22 265 0
## 23 335 0
## 24 244 0
## 25 410 0
## 26 273 0
## 27 325 0
## 28 184 0
## 29 287 0
## 30 243 0
## 31 251 0
## 32 242 0
## 33 290 0
## 34 251 1
## 35 280 0
## 36 279 0
## 37 229 0
## 38 262 0
## 39 365 1
## 40 155 0
## 41 227 0
## 42 260 0
## 43 246 0
## 44 224 0
## 45 304 0
## 46 288 0
## 47 271 1
## 48 327 0
## 49 282 0
## 50 315 0
## 51 461 0
## 52 249 0
## 53 285 1
## 54 245 0
## 55 351 0
## 56 338 0
## 57 269 0
## 58 248 0
## 59 240 0
## 60 200 0
## 61 288 2
## 62 365 0
## 63 356 0
## 64 224 0
## 65 288 0
## 66 324 0
## 67 247 0
## 68 292 0
## 69 310 0
## 70 296 0
## 71 212 0
## 72 298 0
## 73 159 0
## 74 184 0
## 75 199 0
## 76 266 0
## 77 371 0
## 78 258 0
## 79 235 0
## 80 245 0
## 81 270 0
## 82 216 0
## 83 242 0
## 84 348 0
## 85 279 0
## 86 336 0
## 87 284 0
## 88 298 0
## 89 268 0
## 90 362 0
## 91 264 0
## 92 274 0
## 93 145 0
## 94 179 2
## 95 245 0
## 96 180 0
## 97 358 0
## 98 291 0
## 99 191 0
## 100 391 0
## 101 335 0
## 102 157 1
## 103 282 0
## 104 286 0
## 105 209 0
## 106 381 0
## 107 296 0
## 108 344 0
## 109 284 0
## 110 351 0
## 111 378 1
## 112 254 0
## 113 444 0
## 114 309 0
## 115 333 2
## 116 187 1
## 117 382 0
## 118 262 0
## 119 222 0
## 120 211 0
## 121 209 0
## 122 363 0
## 123 293 0
## 124 342 1
## 125 242 0
## 126 251 0
## 127 358 0
## 128 204 0
## 129 186 0
## 130 256 0
## 131 246 0
## 132 319 1
## 133 274 0
## 134 213 0
## 135 305 0
## 136 248 0
## 137 310 0
## 138 182 1
## 139 238 0
## 140 327 0
## 141 285 5
## 142 318 0
## 143 261 0
## 144 361 0
## 145 243 0
## 146 205 0
## 147 206 1
## 148 331 0
## 149 267 0
## 150 241 1
## 151 184 0
## 152 259 0
## 153 265 0
## 154 0 0
## 155 342 0
## 156 332 2
## 157 242 0
## 158 364 0
## 159 278 0
## 160 259 0
## 161 368 0
## 162 195 0
## 163 284 0
## 164 362 0
## 165 108 0
## 166 365 0
## 167 208 1
## 168 278 0
## 169 266 0
## 170 231 1
## 171 258 0
## 172 274 0
## 173 352 1
## 174 268 0
## 175 290 0
## 176 303 1
## 177 307 3
## 178 229 0
## 179 230 0
## 180 280 0
## 181 298 0
## 182 256 0
## 183 279 0
## 184 292 0
## 185 297 0
## 186 269 0
## 187 207 0
## 188 230 0
## 189 321 0
## 190 254 0
## 191 233 0
## 192 255 0
## 193 358 0
## 194 303 0
## 195 305 0
## 196 330 0
## 197 207 0
## 198 250 0
## 199 299 0
## 200 380 0
## 201 339 0
## 202 246 0
## 203 322 0
## 204 230 0
## 205 197 0
## 206 216 0
## 207 401 0
## 208 245 0
## 209 264 0
## 210 325 0
## 211 194 0
## 212 250 0
## 213 430 0
## 214 380 0
## 215 300 0
## 216 304 0
## 217 260 0
## 218 270 0
## 219 277 0
## 220 336 0
## 221 255 2
## 222 276 0
## 223 348 0
## 224 338 0
## 225 331 0
## 226 242 0
## 227 240 0
## 228 273 0
## 229 210 0
## 230 268 0
## 231 301 0
## 232 264 0
## 233 349 0
## 234 194 0
## 235 327 0
## 236 214 0
## 237 333 1
## 238 292 1
## 239 201 0
## 240 224 2
## 241 368 0
## 242 228 0
## 243 239 0
## 244 397 0
## 245 277 0
## 246 423 0
## 247 237 0
## 248 241 0
## 249 231 0
## 250 236 0
## 251 472 0
## 252 168 0
## 253 272 0
## 254 203 1
## 255 286 0
## 256 306 0
## 257 315 0
## 258 252 0
## 259 288 0
## 260 306 0
## 261 333 0
## 262 205 0
## 263 233 0
## 264 411 0
## 265 324 1
## 266 386 0
## 267 316 0
## 268 332 0
## 269 266 0
## 270 198 1
## 271 175 0
## 272 277 0
## 273 330 0
## 274 279 0
## 275 280 1
## 276 347 0
## 277 254 0
## 278 419 0
## 279 419 0
## 280 138 1
## 281 270 0
## 282 357 0
## 283 195 0
## 284 270 0
## 285 212 0
## 286 272 0
## 287 234 0
## 288 203 0
## 289 376 0
## 290 230 0
## 291 366 0
## 292 202 0
## 293 264 0
## 294 160 0
## 295 237 0
## 296 295 0
## 297 262 0
## 298 239 0
## 299 400 0
## 300 350 0
## 301 295 0
## 302 297 1
## 303 216 1
## 304 359 0
## 305 151 0
## 306 339 0
## 307 277 0
## 308 248 1
## 309 305 1
## 310 270 0
## 311 356 0
## 312 360 0
## 313 136 0
## 314 219 1
## 315 269 0
## 316 254 0
## 317 191 0
## 318 351 0
## 319 265 0
## 320 327 0
## 321 375 1
## 322 262 0
## 323 293 0
## 324 294 0
## 325 280 0
## 326 206 0
## 327 297 0
## 328 218 0
## 329 382 0
## 330 261 0
## 331 310 0
## 332 419 0
## 333 386 0
## 334 362 0
## 335 342 1
## 336 354 0
## 337 253 0
## 338 270 0
## 339 320 0
## 340 247 0
## 341 177 0
## 342 271 1
## 343 233 0
## 344 209 1
## 345 205 0
## 346 328 0
## 347 271 1
## 348 246 0
## 349 331 0
## 350 335 0
## 351 271 0
## 352 290 0
## 353 328 0
## 354 125 0
## 355 335 0
## 356 142 0
## 357 339 0
## 358 259 0
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## 362 174 1
## 363 296 0
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## 374 268 2
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## 381 185 1
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## 388 297 1
## 389 396 1
## 390 361 0
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## 393 218 0
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## 406 342 0
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## 408 211 0
## 409 454 0
## 410 329 0
## 411 309 0
## 412 265 0
## 413 322 0
## 414 232 0
## 415 421 0
## 416 188 0
## 417 316 1
## 418 268 0
## 419 229 0
## 420 268 0
## 421 319 0
## 422 334 0
## 423 321 0
## 424 303 0
## 425 330 2
## 426 407 0
## 427 317 0
## 428 203 1
## 429 349 0
## 430 262 1
## 431 284 0
## 432 120 0
## 433 258 0
## 434 272 0
## 435 415 0
## 436 228 0
## 437 328 0
## 438 186 0
## 439 222 0
## 440 214 0
## 441 251 0
## 442 266 0
## 443 181 0
## 444 250 0
## 445 359 0
## 446 195 0
## 447 219 1
## 448 152 0
## 449 349 2
## 450 442 0
## 451 254 0
## 452 329 0
## 453 257 0
## 454 358 0
## 455 195 0
## 456 210 0
## 457 426 0
## 458 329 0
## 459 398 0
## 460 193 0
## 461 325 0
## 462 209 0
## 463 196 0
## 464 344 0
## 465 280 0
## 466 357 0
## 467 204 2
## 468 400 0
## 469 331 0
## 470 296 0
## 471 395 0
## 472 254 0
## 473 200 0
## 474 317 0
## 475 204 0
## 476 374 0
## 477 381 0
## 478 329 0
## 479 308 0
## 480 230 0
## 481 337 0
## 482 293 0
## 483 254 0
## 484 275 0
## 485 394 0
## 486 332 0
## 487 298 0
## 488 178 0
## 489 139 0
## 490 256 1
## 491 253 0
## 492 201 0
## 493 354 0
## 494 321 0
## 495 176 0
## 496 312 0
## 497 193 0
## 498 365 0
## 499 285 0
## 500 232 0
## 501 319 0
## 502 292 0
## 503 299 0
## 504 351 0
## 505 253 0
## 506 227 0
## 507 132 0
## 508 228 0
## 509 266 0
## 510 400 0
## 511 250 1
## 512 422 0
## 513 319 0
## 514 281 0
## 515 267 0
## 516 323 0
## 517 348 0
## 518 289 0
## 519 360 0
## 520 269 2
## 521 342 0
## 522 359 0
## 523 231 0
## 524 260 0
## 525 406 0
## 526 305 0
## 527 244 0
## 528 342 0
## 529 263 1
## 530 275 0
## 531 315 0
## 532 233 0
## 533 187 0
## 534 322 0
## 535 356 0
## 536 361 0
## 537 165 0
## 538 368 0
## 539 261 0
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## 541 263 0
## 542 115 0
## 543 313 0
## 544 290 0
## 545 318 0
## 546 281 0
## 547 200 2
## 548 295 0
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## 550 178 1
## 551 392 2
## 552 239 0
## 553 355 0
## 554 195 2
## 555 248 0
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## 557 253 0
## 558 320 0
## 559 332 1
## 560 233 0
## 561 165 0
## 562 307 0
## 563 353 0
## 564 354 1
## 565 270 0
## 566 305 0
## 567 269 1
## 568 228 0
## 569 245 0
## 570 179 0
## 571 300 0
## 572 232 0
## 573 276 1
## 574 276 0
## 575 242 0
## 576 422 0
## 577 320 0
## 578 173 0
## 579 324 0
## 580 290 0
## 581 217 0
## 582 166 0
## 583 244 0
## 584 307 0
## 585 334 0
## 586 146 2
## 587 298 0
## 588 320 1
## 589 270 0
## 590 326 0
## 591 281 0
## 592 324 0
## 593 321 0
## 594 344 0
## 595 209 2
## 596 294 0
## 597 306 0
## 598 347 0
## 599 307 0
## 600 319 0
## 601 216 1
## 602 309 0
## 603 380 0
## 604 278 1
## 605 421 0
## 606 274 0
## 607 274 0
## 608 338 0
## 609 238 0
## 610 193 0
## 611 262 0
## 612 296 1
## 613 383 0
## 614 263 0
## 615 216 0
## 616 288 0
## 617 237 0
## 618 336 0
## 619 328 0
## 620 221 0
## 621 309 3
## 622 371 0
## 623 316 0
## 624 269 0
## 625 335 0
## 626 342 0
## 627 271 1
## 628 411 0
## 629 273 1
## 630 336 0
## 631 236 0
## 632 234 0
## 633 236 0
## 634 306 0
## 635 228 2
## 636 222 0
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## 4644 0 0
## 4645 1 1
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## 4647 1 0
## 4648 0 0
## 4649 0 0
## 4650 0 0
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## 4655 0 0
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## 4659 0 0
## 4660 0 0
## 4661 0 0
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## 4663 0 0
## 4664 0 0
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## 4666 0 0
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## 4671 0 0
## 4672 0 0
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## 4674 0 0
## 4675 0 0
## 4676 0 0
## 4677 1 1
## 4678 0 0
## 4679 0 0
## 4680 0 0
## 4681 0 0
## 4682 0 0
## 4683 0 0
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## 4694 1 0
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## 4697 0 0
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## 4699 0 0
## 4700 0 0
## 4701 0 0
## 4702 0 0
## 4703 0 0
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## 4705 0 0
## 4706 0 0
## 4707 0 0
## 4708 1 1
## 4709 0 0
## 4710 0 0
## 4711 0 0
## 4712 0 0
## 4713 0 0
## 4714 0 0
## 4715 0 0
## 4716 0 0
## 4717 0 0
## 4718 0 0
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## 4730 0 0
## 4731 0 0
## 4732 0 0
## 4733 0 0
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## 4735 0 0
## 4736 0 0
## 4737 0 0
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## 4751 0 0
## 4752 0 0
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## 4754 0 0
## 4755 0 0
## 4756 0 0
## 4757 0 0
## 4758 0 0
## 4759 0 0
## 4760 0 0
## 4761 0 0
## tot_amount_currently_past_due num_inq_12_month num_card_inq_24_month
## 1 0.000000e+00 0 0
## 2 0.000000e+00 0 0
## 3 0.000000e+00 0 0
## 4 0.000000e+00 2 2
## 5 0.000000e+00 0 0
## 6 0.000000e+00 0 1
## 7 0.000000e+00 0 0
## 8 0.000000e+00 0 0
## 9 0.000000e+00 0 0
## 10 0.000000e+00 0 0
## 11 0.000000e+00 0 0
## 12 0.000000e+00 0 0
## 13 0.000000e+00 2 4
## 14 0.000000e+00 0 0
## 15 0.000000e+00 4 7
## 16 0.000000e+00 0 0
## 17 0.000000e+00 0 0
## 18 0.000000e+00 0 0
## 19 1.244586e+02 1 0
## 20 0.000000e+00 3 3
## 21 0.000000e+00 0 0
## 22 0.000000e+00 0 0
## 23 0.000000e+00 2 4
## 24 0.000000e+00 0 0
## 25 0.000000e+00 0 0
## 26 0.000000e+00 4 7
## 27 0.000000e+00 0 0
## 28 0.000000e+00 1 3
## 29 0.000000e+00 0 0
## 30 0.000000e+00 2 3
## 31 0.000000e+00 2 1
## 32 0.000000e+00 0 0
## 33 0.000000e+00 0 0
## 34 3.772850e+03 0 0
## 35 0.000000e+00 0 0
## 36 0.000000e+00 0 0
## 37 0.000000e+00 3 3
## 38 0.000000e+00 0 0
## 39 0.000000e+00 2 2
## 40 0.000000e+00 0 0
## 41 0.000000e+00 0 0
## 42 0.000000e+00 0 0
## 43 0.000000e+00 0 0
## 44 0.000000e+00 2 6
## 45 0.000000e+00 4 7
## 46 0.000000e+00 4 10
## 47 8.479102e+02 0 0
## 48 0.000000e+00 3 3
## 49 0.000000e+00 2 1
## 50 0.000000e+00 0 0
## 51 0.000000e+00 0 0
## 52 0.000000e+00 0 0
## 53 2.013187e+03 0 0
## 54 0.000000e+00 0 0
## 55 0.000000e+00 2 1
## 56 0.000000e+00 0 0
## 57 0.000000e+00 0 0
## 58 0.000000e+00 1 1
## 59 0.000000e+00 0 0
## 60 0.000000e+00 1 2
## 61 2.913792e+03 0 0
## 62 0.000000e+00 1 1
## 63 0.000000e+00 0 0
## 64 0.000000e+00 0 1
## 65 0.000000e+00 0 0
## 66 0.000000e+00 0 0
## 67 0.000000e+00 0 0
## 68 0.000000e+00 0 0
## 69 0.000000e+00 5 9
## 70 0.000000e+00 0 0
## 71 0.000000e+00 0 1
## 72 0.000000e+00 0 0
## 73 0.000000e+00 0 0
## 74 0.000000e+00 0 0
## 75 0.000000e+00 0 0
## 76 0.000000e+00 0 0
## 77 0.000000e+00 0 0
## 78 0.000000e+00 0 0
## 79 0.000000e+00 0 0
## 80 0.000000e+00 0 1
## 81 0.000000e+00 0 0
## 82 0.000000e+00 0 0
## 83 0.000000e+00 0 0
## 84 0.000000e+00 0 0
## 85 0.000000e+00 3 6
## 86 0.000000e+00 0 2
## 87 0.000000e+00 0 1
## 88 0.000000e+00 0 0
## 89 0.000000e+00 0 0
## 90 0.000000e+00 0 0
## 91 0.000000e+00 0 0
## 92 0.000000e+00 0 0
## 93 0.000000e+00 1 0
## 94 7.300362e+03 2 4
## 95 0.000000e+00 0 0
## 96 0.000000e+00 0 0
## 97 0.000000e+00 1 1
## 98 0.000000e+00 0 0
## 99 0.000000e+00 2 6
## 100 0.000000e+00 1 2
## 101 0.000000e+00 0 0
## 102 0.000000e+00 0 0
## 103 0.000000e+00 0 0
## 104 0.000000e+00 0 0
## 105 0.000000e+00 0 0
## 106 0.000000e+00 2 3
## 107 0.000000e+00 4 5
## 108 0.000000e+00 0 0
## 109 0.000000e+00 0 0
## 110 0.000000e+00 0 0
## 111 5.964275e+03 0 2
## 112 0.000000e+00 0 0
## 113 0.000000e+00 0 1
## 114 0.000000e+00 0 0
## 115 6.549153e+03 0 0
## 116 0.000000e+00 0 2
## 117 0.000000e+00 0 0
## 118 0.000000e+00 0 0
## 119 0.000000e+00 0 0
## 120 0.000000e+00 0 0
## 121 0.000000e+00 2 6
## 122 0.000000e+00 4 8
## 123 0.000000e+00 3 4
## 124 5.891635e+03 1 0
## 125 0.000000e+00 0 1
## 126 0.000000e+00 0 0
## 127 0.000000e+00 0 0
## 128 0.000000e+00 0 0
## 129 0.000000e+00 0 0
## 130 0.000000e+00 0 0
## 131 0.000000e+00 0 0
## 132 1.619550e+03 0 0
## 133 0.000000e+00 0 0
## 134 0.000000e+00 0 0
## 135 0.000000e+00 0 0
## 136 0.000000e+00 0 0
## 137 0.000000e+00 0 0
## 138 5.019745e+03 1 3
## 139 0.000000e+00 0 0
## 140 0.000000e+00 0 0
## 141 3.500000e+04 0 0
## 142 0.000000e+00 2 3
## 143 0.000000e+00 0 0
## 144 0.000000e+00 0 0
## 145 0.000000e+00 0 0
## 146 0.000000e+00 1 0
## 147 6.482959e+02 1 0
## 148 0.000000e+00 3 3
## 149 0.000000e+00 1 2
## 150 1.441485e+03 2 2
## 151 0.000000e+00 0 0
## 152 0.000000e+00 0 0
## 153 0.000000e+00 0 1
## 154 0.000000e+00 0 0
## 155 0.000000e+00 0 0
## 156 1.283937e+04 0 0
## 157 0.000000e+00 0 0
## 158 0.000000e+00 0 0
## 159 0.000000e+00 0 0
## 160 0.000000e+00 3 3
## 161 0.000000e+00 0 0
## 162 0.000000e+00 0 0
## 163 0.000000e+00 0 0
## 164 0.000000e+00 0 0
## 165 0.000000e+00 0 0
## 166 0.000000e+00 0 0
## 167 1.663360e+03 1 3
## 168 0.000000e+00 3 4
## 169 0.000000e+00 4 7
## 170 0.000000e+00 2 4
## 171 0.000000e+00 1 2
## 172 0.000000e+00 0 0
## 173 2.727052e+01 0 0
## 174 0.000000e+00 3 4
## 175 0.000000e+00 0 0
## 176 1.433558e+03 0 0
## 177 1.407577e+04 1 3
## 178 0.000000e+00 1 2
## 179 0.000000e+00 0 0
## 180 0.000000e+00 0 0
## 181 0.000000e+00 0 0
## 182 0.000000e+00 0 0
## 183 0.000000e+00 0 0
## 184 0.000000e+00 0 0
## 185 0.000000e+00 0 0
## 186 0.000000e+00 0 0
## 187 0.000000e+00 0 0
## 188 0.000000e+00 0 0
## 189 0.000000e+00 0 0
## 190 0.000000e+00 2 2
## 191 0.000000e+00 0 1
## 192 0.000000e+00 2 4
## 193 0.000000e+00 1 1
## 194 0.000000e+00 2 4
## 195 0.000000e+00 0 0
## 196 0.000000e+00 0 0
## 197 0.000000e+00 0 0
## 198 0.000000e+00 0 0
## 199 0.000000e+00 1 4
## 200 0.000000e+00 0 0
## 201 0.000000e+00 1 2
## 202 0.000000e+00 0 1
## 203 0.000000e+00 0 0
## 204 0.000000e+00 0 0
## 205 0.000000e+00 1 1
## 206 0.000000e+00 2 1
## 207 0.000000e+00 0 0
## 208 0.000000e+00 0 0
## 209 0.000000e+00 0 0
## 210 0.000000e+00 0 0
## 211 0.000000e+00 1 2
## 212 0.000000e+00 0 0
## 213 0.000000e+00 0 0
## 214 0.000000e+00 3 4
## 215 0.000000e+00 1 3
## 216 0.000000e+00 0 0
## 217 0.000000e+00 0 0
## 218 0.000000e+00 0 0
## 219 0.000000e+00 3 6
## 220 0.000000e+00 0 0
## 221 5.754991e+03 0 2
## 222 0.000000e+00 0 1
## 223 0.000000e+00 0 0
## 224 0.000000e+00 0 0
## 225 0.000000e+00 0 0
## 226 0.000000e+00 2 4
## 227 0.000000e+00 3 4
## 228 0.000000e+00 6 9
## 229 0.000000e+00 3 6
## 230 0.000000e+00 0 0
## 231 0.000000e+00 1 0
## 232 0.000000e+00 0 0
## 233 0.000000e+00 2 3
## 234 0.000000e+00 0 0
## 235 0.000000e+00 0 0
## 236 0.000000e+00 0 0
## 237 0.000000e+00 0 0
## 238 0.000000e+00 0 0
## 239 0.000000e+00 0 0
## 240 9.685944e+03 5 9
## 241 0.000000e+00 1 1
## 242 0.000000e+00 0 0
## 243 0.000000e+00 0 0
## 244 0.000000e+00 0 0
## 245 0.000000e+00 2 3
## 246 0.000000e+00 5 12
## 247 0.000000e+00 0 0
## 248 0.000000e+00 0 0
## 249 0.000000e+00 0 0
## 250 0.000000e+00 2 2
## 251 0.000000e+00 0 0
## 252 0.000000e+00 5 10
## 253 0.000000e+00 0 0
## 254 0.000000e+00 2 0
## 255 0.000000e+00 0 0
## 256 0.000000e+00 0 1
## 257 0.000000e+00 0 0
## 258 0.000000e+00 0 0
## 259 0.000000e+00 3 5
## 260 0.000000e+00 0 0
## 261 0.000000e+00 1 3
## 262 0.000000e+00 2 1
## 263 0.000000e+00 1 2
## 264 0.000000e+00 0 0
## 265 2.398342e+03 0 0
## 266 0.000000e+00 0 0
## 267 0.000000e+00 1 0
## 268 0.000000e+00 0 0
## 269 0.000000e+00 2 3
## 270 0.000000e+00 0 0
## 271 0.000000e+00 0 0
## 272 0.000000e+00 2 2
## 273 0.000000e+00 0 0
## 274 0.000000e+00 0 0
## 275 0.000000e+00 0 0
## 276 0.000000e+00 1 0
## 277 0.000000e+00 0 0
## 278 0.000000e+00 0 0
## 279 0.000000e+00 0 0
## 280 0.000000e+00 5 8
## 281 0.000000e+00 4 12
## 282 0.000000e+00 2 5
## 283 0.000000e+00 0 0
## 284 0.000000e+00 0 0
## 285 0.000000e+00 2 6
## 286 0.000000e+00 0 0
## 287 0.000000e+00 0 0
## 288 0.000000e+00 2 2
## 289 0.000000e+00 2 3
## 290 0.000000e+00 2 3
## 291 0.000000e+00 0 0
## 292 0.000000e+00 1 1
## 293 0.000000e+00 0 0
## 294 0.000000e+00 0 0
## 295 0.000000e+00 2 5
## 296 0.000000e+00 0 0
## 297 0.000000e+00 0 0
## 298 0.000000e+00 0 0
## 299 0.000000e+00 0 0
## 300 0.000000e+00 0 0
## 301 0.000000e+00 0 0
## 302 1.007563e+03 0 2
## 303 5.262080e+03 0 0
## 304 0.000000e+00 0 0
## 305 0.000000e+00 0 0
## 306 0.000000e+00 0 0
## 307 0.000000e+00 0 2
## 308 3.180941e+03 0 0
## 309 0.000000e+00 0 0
## 310 0.000000e+00 0 0
## 311 0.000000e+00 0 0
## 312 0.000000e+00 0 0
## 313 0.000000e+00 0 0
## 314 0.000000e+00 0 0
## 315 0.000000e+00 0 0
## 316 0.000000e+00 2 5
## 317 0.000000e+00 0 0
## 318 0.000000e+00 0 0
## 319 0.000000e+00 1 1
## 320 0.000000e+00 0 0
## 321 0.000000e+00 1 2
## 322 0.000000e+00 0 0
## 323 0.000000e+00 0 0
## 324 0.000000e+00 0 0
## 325 0.000000e+00 0 0
## 326 0.000000e+00 0 0
## 327 0.000000e+00 0 0
## 328 0.000000e+00 1 1
## 329 0.000000e+00 0 0
## 330 0.000000e+00 0 0
## 331 0.000000e+00 0 0
## 332 0.000000e+00 0 0
## 333 0.000000e+00 0 0
## 334 0.000000e+00 0 1
## 335 1.752027e+03 0 0
## 336 0.000000e+00 0 0
## 337 0.000000e+00 0 0
## 338 0.000000e+00 0 0
## 339 0.000000e+00 5 8
## 340 0.000000e+00 5 10
## 341 0.000000e+00 0 0
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## 4735 0.000000e+00 0 0
## 4736 0.000000e+00 3 5
## 4737 0.000000e+00 0 0
## 4738 0.000000e+00 0 0
## 4739 0.000000e+00 0 1
## 4740 9.335168e+01 1 0
## 4741 0.000000e+00 0 0
## 4742 0.000000e+00 3 7
## 4743 0.000000e+00 0 0
## 4744 0.000000e+00 0 0
## 4745 0.000000e+00 0 0
## 4746 0.000000e+00 0 1
## 4747 0.000000e+00 0 0
## 4748 4.031025e+03 0 0
## 4749 0.000000e+00 0 0
## 4750 0.000000e+00 0 0
## 4751 0.000000e+00 0 1
## 4752 0.000000e+00 0 0
## 4753 0.000000e+00 1 0
## 4754 0.000000e+00 2 4
## 4755 0.000000e+00 0 0
## 4756 0.000000e+00 2 4
## 4757 0.000000e+00 0 0
## 4758 0.000000e+00 0 0
## 4759 0.000000e+00 0 0
## 4760 0.000000e+00 0 0
## 4761 0.000000e+00 0 0
## num_card_12_month num_auto_.36_month uti_open_card pct_over_50_uti
## 1 1 0 0.36673698 0.34218340
## 2 0 0 0.49080880 0.54067131
## 3 0 0 0.35907415 0.33856012
## 4 1 0 0.70037881 0.68358875
## 5 0 0 0.64735096 0.51081203
## 6 0 0 0.60208268 0.49329826
## 7 0 0 0.36382705 0.51548768
## 8 0 0 0.60334801 0.68567791
## 9 0 1 0.48804927 0.39916221
## 10 0 0 0.51925941 0.40143420
## 11 0 0 0.26889919 0.23897256
## 12 0 0 0.34361988 0.35620336
## 13 0 1 0.42125590 0.41012596
## 14 0 0 0.72382772 0.61584649
## 15 1 0 0.55704179 0.57894499
## 16 0 0 0.43279776 0.49916144
## 17 0 0 0.21140446 0.34452096
## 18 0 0 0.37781495 0.44793653
## 19 1 0 0.51649015 0.44409753
## 20 1 1 0.40124230 0.43613037
## 21 0 0 0.52637509 0.35163359
## 22 0 0 0.62979634 0.61959787
## 23 0 0 0.49803445 0.49391341
## 24 0 0 0.54556233 0.59399819
## 25 1 1 0.68489733 0.70545458
## 26 0 0 0.49700251 0.30206389
## 27 0 0 0.62849939 0.66164509
## 28 1 0 0.61872818 0.64303945
## 29 0 0 0.51369904 0.49325513
## 30 0 0 0.47227396 0.54073110
## 31 0 0 0.53169754 0.48260952
## 32 0 0 0.28976997 0.45684759
## 33 0 0 0.48348038 0.52229294
## 34 0 1 0.44543012 0.51232019
## 35 0 0 0.34471961 0.36211358
## 36 1 0 0.30585763 0.44819980
## 37 1 0 0.48049440 0.35704250
## 38 0 0 0.52099651 0.40225077
## 39 1 0 0.26663788 0.30296092
## 40 0 0 0.53414799 0.53085111
## 41 0 0 0.54506313 0.59793237
## 42 1 0 0.41454452 0.34276994
## 43 0 0 0.37771032 0.34660381
## 44 0 0 0.66569123 0.65219285
## 45 0 0 0.34346071 0.48876791
## 46 0 0 0.58095268 0.38602307
## 47 1 0 0.55245407 0.36476391
## 48 1 0 0.58025465 0.56040820
## 49 1 1 0.33353230 0.43545817
## 50 0 0 0.44343403 0.44623063
## 51 0 0 0.00000000 0.07480558
## 52 0 1 0.63192200 0.54371959
## 53 0 0 0.28339310 0.24220413
## 54 1 0 0.31366761 0.37360001
## 55 1 0 0.38198999 0.43732943
## 56 1 0 0.42996135 0.49587776
## 57 0 1 0.41440270 0.31753899
## 58 0 0 0.21217652 0.36015906
## 59 0 0 0.36675107 0.37630917
## 60 0 0 0.67794863 0.67421999
## 61 0 0 0.54961591 0.47935766
## 62 0 0 0.37532224 0.54574275
## 63 0 1 0.54710253 0.34573223
## 64 1 1 0.38640185 0.34090612
## 65 0 0 0.40088800 0.50834976
## 66 0 0 0.60201521 0.73256118
## 67 1 0 0.47380306 0.48172275
## 68 0 0 0.29781830 0.29779640
## 69 0 0 0.42092776 0.48504816
## 70 1 0 0.52322762 0.37467456
## 71 1 0 0.60454846 0.52262359
## 72 0 0 0.23510874 0.30508613
## 73 0 0 0.57919959 0.62864982
## 74 0 0 0.50554431 0.55124128
## 75 0 0 0.36713214 0.42019465
## 76 0 0 0.46242335 0.50668587
## 77 0 0 0.64576680 0.69775192
## 78 0 0 0.42551869 0.37350316
## 79 1 1 0.37317585 0.36451004
## 80 0 1 0.39740507 0.35527623
## 81 1 0 0.60067510 0.55185029
## 82 1 0 0.62901799 0.50767096
## 83 0 0 0.67085843 0.69255878
## 84 2 0 0.48742132 0.36598849
## 85 0 0 0.40828901 0.42519235
## 86 1 0 0.49000034 0.48949493
## 87 1 0 0.45188569 0.39925902
## 88 0 1 0.49974115 0.52703192
## 89 1 1 0.49571580 0.51951261
## 90 0 0 0.58232935 0.47189752
## 91 2 0 0.35613878 0.43378164
## 92 0 0 0.44087758 0.64373581
## 93 1 0 0.57232418 0.55230792
## 94 1 1 0.60845163 0.74987132
## 95 0 0 0.32420691 0.45160844
## 96 0 0 0.59655831 0.66085179
## 97 1 1 0.57216763 0.56248705
## 98 1 0 0.50083065 0.49705055
## 99 0 0 0.63005487 0.49581745
## 100 1 0 0.57775855 0.57499544
## 101 2 0 0.40524043 0.46081797
## 102 1 0 0.54745188 0.65638369
## 103 1 1 0.65759986 0.47175234
## 104 0 0 0.42381060 0.53918451
## 105 0 0 0.60193294 0.83142719
## 106 0 0 0.34703360 0.48458559
## 107 1 0 0.57408259 0.53547918
## 108 0 1 0.48876761 0.53383178
## 109 0 0 0.47017549 0.51459993
## 110 0 0 0.48983301 0.56084367
## 111 0 0 0.70562035 0.55854613
## 112 1 0 0.49209336 0.58592281
## 113 0 0 0.48474349 0.41833409
## 114 0 0 0.48888681 0.58468340
## 115 0 0 0.43148325 0.66135658
## 116 0 0 0.41200479 0.45322374
## 117 1 0 0.37424265 0.50052308
## 118 1 0 0.47250916 0.42207862
## 119 1 0 0.48847582 0.45510719
## 120 0 1 0.53807845 0.51791946
## 121 0 0 0.45565303 0.50441744
## 122 0 1 0.45377183 0.45846659
## 123 0 0 0.64526406 0.61527677
## 124 0 0 0.46900760 0.49634732
## 125 0 0 0.39727398 0.44975109
## 126 0 0 0.43592134 0.55235654
## 127 0 0 0.45604609 0.57818766
## 128 0 0 0.56004020 0.58321863
## 129 1 0 0.41423610 0.34855436
## 130 0 0 0.42499556 0.41392827
## 131 0 0 0.55941197 0.48975313
## 132 0 0 0.47248358 0.44562409
## 133 0 0 0.62903013 0.55378881
## 134 0 0 0.58115158 0.53464852
## 135 0 0 0.51371071 0.60957645
## 136 0 0 0.48826437 0.52740701
## 137 0 0 0.58779875 0.50006182
## 138 0 0 0.51245913 0.51187464
## 139 0 0 0.40829167 0.41084272
## 140 1 0 0.23224508 0.28488518
## 141 1 0 0.46996434 0.53416680
## 142 0 0 0.64063061 0.67211595
## 143 0 0 0.38204450 0.37964193
## 144 0 0 0.48471642 0.38273297
## 145 1 0 0.55096789 0.56645541
## 146 0 0 0.54120174 0.44912575
## 147 0 0 0.47303527 0.42356888
## 148 0 0 0.52855188 0.55525738
## 149 0 0 0.42818335 0.44057239
## 150 1 1 0.44977027 0.42196984
## 151 0 0 0.40643082 0.33671994
## 152 0 0 0.60964037 0.63451644
## 153 0 0 0.40577005 0.39605566
## 154 0 1 0.44876739 0.43479501
## 155 0 0 0.29601571 0.22700345
## 156 0 0 0.45413426 0.45103129
## 157 0 0 0.35331690 0.34367757
## 158 1 0 0.45409638 0.55365330
## 159 0 0 0.38634754 0.45047104
## 160 1 0 0.46621597 0.55114438
## 161 0 0 0.35977857 0.22815333
## 162 0 0 0.35716696 0.46333813
## 163 0 0 0.63127959 0.57609742
## 164 0 0 0.43583122 0.47391938
## 165 0 0 0.49809139 0.40467037
## 166 1 0 0.37388182 0.36283990
## 167 0 0 0.59108636 0.58957061
## 168 1 1 0.54212546 0.59245571
## 169 0 0 0.56859969 0.45484720
## 170 0 0 0.56666277 0.67352396
## 171 0 0 0.52979323 0.42565936
## 172 1 0 0.54559358 0.60369721
## 173 1 0 0.49768841 0.48661742
## 174 0 0 0.35931300 0.39998398
## 175 0 1 0.44023052 0.36857987
## 176 1 0 0.73647129 0.66981062
## 177 0 0 0.50261355 0.65334799
## 178 0 1 0.77621965 0.73283968
## 179 0 0 0.71825579 0.69595150
## 180 0 1 0.49822324 0.58473156
## 181 0 0 0.52868669 0.40380139
## 182 1 0 0.57174935 0.49070020
## 183 0 0 0.35262375 0.31813836
## 184 0 0 0.28475618 0.27359527
## 185 0 0 0.28881967 0.41404715
## 186 1 0 0.43843001 0.38129870
## 187 0 0 0.37298303 0.45912697
## 188 1 0 0.62772967 0.55782977
## 189 0 0 0.34784090 0.39761638
## 190 1 0 0.22961535 0.33066069
## 191 1 1 0.63268124 0.60810014
## 192 0 0 0.52464753 0.47479891
## 193 0 0 0.45490458 0.54847856
## 194 0 0 0.38041615 0.33946663
## 195 0 1 0.56871364 0.53595969
## 196 1 0 0.52995391 0.54003811
## 197 0 0 0.48495942 0.48835342
## 198 0 0 0.32426900 0.35977363
## 199 0 1 0.46868439 0.53805746
## 200 0 0 0.70533605 0.57951934
## 201 1 0 0.58085866 0.62921018
## 202 1 1 0.38932585 0.45239048
## 203 0 0 0.53080888 0.49066020
## 204 2 0 0.36823664 0.41201413
## 205 0 0 0.29517682 0.34594706
## 206 0 0 0.53188584 0.58240116
## 207 0 0 0.60617518 0.67450998
## 208 0 0 0.28061048 0.30365075
## 209 1 0 0.22041214 0.35347902
## 210 0 0 0.38691688 0.42389817
## 211 0 1 0.47776788 0.35106596
## 212 1 1 0.52528584 0.50608308
## 213 1 0 0.69376146 0.52446458
## 214 0 0 0.39417273 0.46569034
## 215 0 0 0.58405181 0.53893621
## 216 0 0 0.51768623 0.45702536
## 217 0 0 0.61505912 0.63382309
## 218 1 0 0.39699127 0.41201293
## 219 0 0 0.56882563 0.50133071
## 220 0 0 0.45994531 0.31122048
## 221 1 0 0.45084569 0.32483114
## 222 0 1 0.45575699 0.37926405
## 223 0 0 0.45927665 0.48151976
## 224 1 0 0.66613650 0.54030550
## 225 0 0 0.29527893 0.24741166
## 226 0 0 0.43733717 0.50181718
## 227 0 0 0.38820481 0.40201401
## 228 0 0 0.41352416 0.33035418
## 229 0 0 0.76996712 0.67110653
## 230 0 0 0.35793391 0.45259019
## 231 0 0 0.65971863 0.54134120
## 232 1 0 0.59156272 0.62694418
## 233 1 0 0.49675930 0.40060411
## 234 0 0 0.57680160 0.64669041
## 235 0 0 0.43849403 0.51893863
## 236 0 0 0.45007090 0.61130469
## 237 0 0 0.52076031 0.50939864
## 238 1 0 0.47154808 0.54721431
## 239 0 0 0.46470932 0.57857857
## 240 0 0 0.57016221 0.48851911
## 241 0 0 0.53827950 0.75585124
## 242 0 1 0.36985371 0.54101762
## 243 1 0 0.75449979 0.64097676
## 244 0 0 0.59417082 0.61954112
## 245 0 0 0.21546879 0.35183737
## 246 0 0 0.40854235 0.33123174
## 247 0 0 0.31433295 0.16797123
## 248 0 0 0.55433750 0.50157019
## 249 1 0 0.67854989 0.48223326
## 250 0 0 0.38962425 0.52306426
## 251 1 0 0.53753248 0.38957577
## 252 1 0 0.40974695 0.31267192
## 253 1 0 0.27534957 0.22933889
## 254 1 0 0.37424582 0.29250730
## 255 0 0 0.44357269 0.40889996
## 256 0 0 0.45256357 0.43350779
## 257 0 0 0.34713944 0.32711412
## 258 0 0 0.17248743 0.08359242
## 259 1 0 0.68964457 0.68420235
## 260 0 0 0.57783590 0.55311279
## 261 1 0 0.62829381 0.52733607
## 262 0 0 0.53348533 0.55904851
## 263 0 0 0.28479727 0.38208186
## 264 0 0 0.27382120 0.26876773
## 265 0 0 0.63114366 0.58259733
## 266 0 1 0.51070122 0.53721337
## 267 0 0 0.70680399 0.65736688
## 268 0 0 0.58373295 0.54027330
## 269 1 0 0.56895359 0.60348304
## 270 1 0 0.29934862 0.33339084
## 271 1 0 0.42483663 0.39007155
## 272 0 0 0.54390892 0.68131837
## 273 0 0 0.38565948 0.52798965
## 274 0 0 0.66059804 0.74993011
## 275 2 1 0.46423512 0.66503776
## 276 1 0 0.53447798 0.64923655
## 277 0 0 0.32056620 0.51963043
## 278 0 0 0.47580610 0.42343154
## 279 0 0 0.56281165 0.59017591
## 280 1 0 0.44870213 0.61775874
## 281 0 0 0.31145491 0.33419235
## 282 0 0 0.79689604 0.71240799
## 283 1 0 0.53088412 0.63562110
## 284 0 0 0.50081254 0.41970821
## 285 0 0 0.43204389 0.48817214
## 286 0 0 0.17379021 0.31239367
## 287 0 0 0.36842469 0.40572484
## 288 1 0 0.52640406 0.42756797
## 289 0 0 0.33803834 0.31527669
## 290 0 0 0.50365893 0.36583197
## 291 0 0 0.50160752 0.53015203
## 292 0 1 0.67337503 0.58633644
## 293 0 1 0.36125148 0.56176572
## 294 0 1 0.47272042 0.54591875
## 295 0 0 0.45920858 0.57456739
## 296 0 0 0.40169968 0.48667648
## 297 0 0 0.27439311 0.53344045
## 298 0 0 0.49125694 0.52250341
## 299 0 0 0.15817075 0.22103482
## 300 0 0 0.34046890 0.40879629
## 301 0 0 0.35631839 0.35124425
## 302 1 1 0.41078762 0.48679051
## 303 0 0 0.62407161 0.47587724
## 304 0 0 0.44076211 0.38780245
## 305 1 0 0.58909443 0.38057527
## 306 1 0 0.62399798 0.60140838
## 307 0 0 0.39136757 0.38683502
## 308 0 1 0.66750910 0.67380636
## 309 0 0 0.55367398 0.54913533
## 310 1 0 0.48159636 0.50457040
## 311 1 0 0.34373758 0.35684335
## 312 0 0 0.23454586 0.28779121
## 313 0 0 0.43414884 0.51907783
## 314 2 0 0.54644563 0.69893711
## 315 1 0 0.41474110 0.40601063
## 316 0 0 0.66873998 0.54698050
## 317 0 0 0.56818964 0.48376709
## 318 0 0 0.37724421 0.37965519
## 319 0 0 0.63321260 0.52173226
## 320 0 1 0.59467056 0.62767549
## 321 1 0 0.65594206 0.71199495
## 322 1 0 0.49146537 0.54874265
## 323 1 1 0.26921477 0.20201976
## 324 0 0 0.28563580 0.26312728
## 325 0 0 0.39247303 0.47644919
## 326 0 0 0.40703850 0.39832560
## 327 0 1 0.49726822 0.62953532
## 328 1 0 0.52648492 0.57847643
## 329 0 0 0.19992463 0.22740176
## 330 0 0 0.69365788 0.59857638
## 331 0 0 0.54952013 0.55081178
## 332 0 0 0.41619174 0.29225460
## 333 0 0 0.45893988 0.45823800
## 334 0 0 0.62093554 0.55839218
## 335 0 0 0.35271039 0.34952975
## 336 0 0 0.32994875 0.46323616
## 337 0 1 0.63120254 0.50477726
## 338 0 0 0.41034438 0.43508001
## 339 0 0 0.59205877 0.44383132
## 340 0 0 0.58906291 0.57487178
## 341 0 0 0.48818877 0.45939358
## 342 1 0 0.60175760 0.51187335
## 343 0 0 0.25949034 0.39365465
## 344 0 0 0.57847953 0.62076998
## 345 0 0 0.44500284 0.27193195
## 346 0 0 0.48844674 0.53873549
## 347 0 0 0.51319032 0.39092638
## 348 0 0 0.38061076 0.41063362
## 349 1 0 0.40642107 0.51945625
## 350 1 0 0.67645800 0.62272229
## 351 0 0 0.36665989 0.54076352
## 352 1 0 0.59691633 0.57949268
## 353 1 0 0.57811065 0.34794476
## 354 1 0 0.56019067 0.43823124
## 355 0 0 0.58087599 0.64872426
## 356 0 0 0.60138220 0.59331340
## 357 0 0 0.58091292 0.60543623
## 358 1 1 0.62308302 0.55704989
## 359 0 0 0.62601299 0.59025081
## 360 1 0 0.34017929 0.33824543
## 361 0 0 0.56220273 0.74214118
## 362 1 0 0.54593324 0.55181570
## 363 0 0 0.53000154 0.58945098
## 364 0 0 0.44452248 0.30058925
## 365 0 1 0.52552693 0.47651157
## 366 0 0 0.37694834 0.45356998
## 367 0 0 0.73314128 0.58966675
## 368 0 0 0.38937407 0.25157107
## 369 0 0 0.73189354 0.58214840
## 370 0 0 0.49562062 0.47453076
## 371 0 0 0.32928548 0.51185533
## 372 0 0 0.37990699 0.26453274
## 373 0 0 0.45508458 0.62892142
## 374 1 0 0.52075934 0.51652683
## 375 0 0 0.51895689 0.40237154
## 376 0 0 0.66678629 0.74545962
## 377 0 0 0.27020719 0.36713866
## 378 1 0 0.33535722 0.50508400
## 379 0 0 0.53028740 0.37536617
## 380 0 0 0.61317550 0.53676192
## 381 1 0 0.55768349 0.51229470
## 382 0 1 0.47951847 0.41552480
## 383 0 0 0.51676300 0.59132560
## 384 1 0 0.68693417 0.66413074
## 385 0 1 0.72453404 0.46251126
## 386 0 0 0.44032744 0.57163710
## 387 1 0 0.42054466 0.49236586
## 388 0 1 0.80700193 0.68248159
## 389 2 0 0.47442406 0.57303898
## 390 1 1 0.31829138 0.35313520
## 391 0 0 0.46397842 0.59130454
## 392 0 1 0.39880636 0.47938408
## 393 0 0 0.63755555 0.62859593
## 394 0 0 0.65061080 0.67414328
## 395 0 0 0.47453504 0.61164596
## 396 0 0 0.43315804 0.27406641
## 397 0 0 0.52459785 0.44408387
## 398 0 0 0.40900802 0.52239763
## 399 1 0 0.39003343 0.38429369
## 400 0 0 0.29214230 0.39748986
## 401 0 0 0.43730764 0.44632806
## 402 1 0 0.50468993 0.50714562
## 403 0 0 0.50600811 0.37382183
## 404 0 0 0.38427403 0.37783640
## 405 0 0 0.35955863 0.50675485
## 406 0 1 0.50190436 0.41165829
## 407 1 1 0.41516238 0.43265176
## 408 0 0 0.46285264 0.52864872
## 409 0 0 0.52865682 0.48198977
## 410 0 1 0.35333383 0.34709404
## 411 0 0 0.19771251 0.16221968
## 412 0 0 0.52839535 0.43433937
## 413 1 0 0.67814519 0.49963735
## 414 0 0 0.66865474 0.73272972
## 415 0 0 0.33178155 0.28576674
## 416 0 0 0.60056236 0.65297266
## 417 0 0 0.55038133 0.49579140
## 418 0 0 0.59995428 0.56242307
## 419 0 0 0.67192259 0.63750344
## 420 0 0 0.67744500 0.60838179
## 421 1 1 0.51857189 0.39942158
## 422 0 0 0.38224986 0.36759958
## 423 0 1 0.66868122 0.63115412
## 424 0 0 0.36722930 0.27700831
## 425 0 0 0.56616101 0.54592573
## 426 2 0 0.30418943 0.40077765
## 427 1 0 0.36186994 0.31078097
## 428 0 0 0.68866649 0.60812089
## 429 0 1 0.33185292 0.33162927
## 430 1 0 0.57864091 0.52833215
## 431 0 1 0.44901921 0.59816154
## 432 0 0 0.49660383 0.49692406
## 433 0 0 0.46425896 0.43416776
## 434 0 0 0.59703591 0.59833908
## 435 0 0 0.40099759 0.40217169
## 436 0 0 0.71504699 0.59384249
## 437 0 0 0.46260940 0.35500689
## 438 0 0 0.29030021 0.44112387
## 439 0 0 0.73092342 0.62682945
## 440 0 0 0.36894026 0.44302921
## 441 1 0 0.53623417 0.60989730
## 442 0 0 0.71191674 0.56920379
## 443 1 0 0.35298285 0.28939652
## 444 0 1 0.50933842 0.52587631
## 445 1 0 0.62883477 0.51895517
## 446 1 0 0.44998018 0.39707394
## 447 0 0 0.40983153 0.24891423
## 448 1 0 0.83962456 0.59226167
## 449 0 0 0.47431242 0.40747049
## 450 0 0 0.58466665 0.64215575
## 451 0 0 0.63781655 0.59169955
## 452 2 1 0.48119602 0.37206273
## 453 1 0 0.67367001 0.59974160
## 454 0 0 0.50331470 0.43539900
## 455 0 0 0.31376233 0.46304706
## 456 0 0 0.50046845 0.51648323
## 457 0 0 0.34493280 0.47503346
## 458 1 0 0.49174061 0.35836165
## 459 0 0 0.29446438 0.21581429
## 460 0 1 0.55467294 0.68634824
## 461 0 1 0.51277722 0.43586698
## 462 0 0 0.49240949 0.61222133
## 463 0 0 0.60319938 0.57203899
## 464 1 1 0.56994419 0.59185747
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## 1844 0 0 0.60385842 0.47459694
## 1845 0 0 0.45007090 0.58450135
## 1846 1 1 0.42401607 0.44277959
## 1847 0 0 0.45985509 0.42655823
## 1848 0 0 0.79339041 0.70777510
## 1849 0 0 0.39423027 0.30286984
## 1850 0 0 0.47089245 0.45582501
## 1851 1 0 0.48402158 0.48252295
## 1852 0 0 0.37726373 0.38300749
## 1853 0 0 0.40289452 0.32633282
## 1854 0 1 0.70285627 0.57331084
## 1855 0 0 0.38443989 0.40894012
## 1856 0 0 0.51408439 0.48810143
## 1857 1 0 0.56696809 0.44018534
## 1858 1 0 0.64723146 0.51396279
## 1859 0 0 0.52256415 0.47634675
## 1860 0 0 0.29867243 0.39904715
## 1861 0 0 0.44744653 0.33376570
## 1862 0 0 0.77497114 0.71017720
## 1863 0 0 0.77823711 0.83605480
## 1864 1 0 0.50730454 0.49036130
## 1865 0 0 0.42121352 0.42826126
## 1866 1 0 0.72409282 0.70368261
## 1867 0 0 0.55410687 0.58977276
## 1868 0 0 0.51913105 0.43372018
## 1869 0 0 0.34875944 0.42745164
## 1870 0 0 0.27236986 0.30724525
## 1871 0 0 0.41509567 0.33609517
## 1872 1 0 0.67291581 0.71845921
## 1873 0 0 0.49982163 0.60530621
## 1874 0 0 0.39694551 0.46133142
## 1875 0 1 0.53243242 0.50089744
## 1876 1 0 0.35195378 0.27038207
## 1877 0 0 0.42906908 0.61924182
## 1878 0 0 0.69191568 0.81181039
## 1879 0 0 0.46581635 0.57958019
## 1880 0 1 0.41335495 0.21168247
## 1881 0 0 0.61309058 0.54881273
## 1882 0 0 0.74952866 0.54147871
## 1883 1 0 0.33731315 0.34201900
## 1884 0 0 0.41894240 0.49732806
## 1885 0 0 0.46585484 0.33844034
## 1886 1 1 0.35100803 0.28959658
## 1887 1 0 0.38344280 0.42923923
## 1888 0 0 0.29183811 0.25834489
## 1889 1 0 0.53467525 0.48930890
## 1890 0 0 0.21257705 0.30723208
## 1891 0 0 0.51967662 0.54478811
## 1892 0 0 0.44372489 0.40594159
## 1893 1 0 0.73120781 0.53434755
## 1894 0 0 0.35633960 0.41978477
## 1895 0 0 0.38105759 0.39924822
## 1896 0 0 0.33832440 0.41465669
## 1897 0 0 0.41944878 0.40873084
## 1898 1 0 0.64006732 0.54016857
## 1899 0 0 0.68577360 0.65726547
## 1900 0 0 0.53459867 0.48399740
## 1901 0 0 0.44332926 0.25082141
## 1902 1 0 0.57342651 0.63326409
## 1903 0 0 0.36157247 0.44310243
## 1904 1 0 0.50437983 0.47079031
## 1905 0 1 0.76568083 0.78814809
## 1906 0 0 0.37261234 0.39770576
## 1907 0 1 0.59287134 0.53718014
## 1908 0 0 0.47199959 0.47086397
## 1909 0 0 0.41417153 0.55249168
## 1910 1 0 0.51108319 0.60385941
## 1911 1 0 0.41142303 0.37415806
## 1912 0 1 0.43779395 0.48585718
## 1913 1 0 0.45153455 0.48490061
## 1914 0 0 0.44315829 0.42413421
## 1915 2 0 0.25160722 0.18553918
## 1916 0 0 0.51881100 0.60085605
## 1917 0 0 0.42053818 0.33746633
## 1918 0 0 0.50380111 0.49812136
## 1919 0 0 0.55991155 0.64851647
## 1920 0 0 0.48212258 0.55379987
## 1921 0 0 0.25120928 0.41221394
## 1922 0 0 0.58071007 0.51667501
## 1923 0 0 0.64247927 0.57265139
## 1924 0 0 0.41499849 0.65975964
## 1925 0 0 0.72982570 0.68360417
## 1926 0 0 0.53180714 0.39360798
## 1927 0 0 0.42045746 0.56448388
## 1928 0 0 0.45569564 0.45842852
## 1929 0 1 0.70434060 0.66884113
## 1930 1 0 0.40135987 0.36344774
## 1931 0 1 0.60175216 0.51337325
## 1932 1 1 0.52945792 0.60791244
## 1933 0 1 0.61163567 0.49529174
## 1934 2 1 0.44730062 0.43865077
## 1935 0 0 0.52181596 0.48107994
## 1936 0 0 0.77946143 0.65828074
## 1937 0 1 0.42479891 0.48428421
## 1938 0 0 0.21498940 0.45505995
## 1939 1 0 0.62329329 0.51554373
## 1940 0 0 0.23452161 0.28841126
## 1941 0 0 0.38790610 0.39690842
## 1942 0 0 0.45134892 0.36207356
## 1943 0 1 0.62888626 0.42773221
## 1944 0 1 0.15831062 0.30503916
## 1945 0 0 0.58580422 0.36122312
## 1946 0 0 0.41414670 0.44979430
## 1947 0 0 0.38621187 0.30460447
## 1948 0 0 0.51659591 0.37526857
## 1949 0 0 0.44067011 0.52393717
## 1950 0 0 0.46067786 0.43092236
## 1951 0 0 0.45324875 0.51244110
## 1952 1 0 0.53056780 0.64738471
## 1953 0 0 0.72059954 0.54104158
## 1954 0 1 0.63599710 0.71566632
## 1955 1 0 0.29711629 0.40525267
## 1956 0 0 0.36218021 0.33075530
## 1957 0 1 0.45190879 0.49956222
## 1958 0 0 0.41905781 0.51514764
## 1959 0 0 0.49657004 0.45337690
## 1960 0 1 0.65342202 0.62366375
## 1961 1 0 0.50737175 0.60498184
## 1962 1 0 0.39632680 0.48591667
## 1963 1 0 0.53128305 0.44498832
## 1964 1 0 0.38153504 0.45052865
## 1965 0 0 0.36557758 0.47115190
## 1966 0 0 0.56521501 0.37974517
## 1967 0 0 0.61686458 0.46283685
## 1968 0 0 0.46367889 0.54729954
## 1969 0 0 0.56946855 0.59010197
## 1970 0 0 0.32795328 0.40369496
## 1971 0 0 0.57732080 0.49042785
## 1972 1 1 0.47658200 0.42649128
## 1973 0 0 0.49683757 0.39542455
## 1974 0 1 0.30316630 0.31727338
## 1975 0 0 0.33150695 0.25050906
## 1976 0 0 0.65738981 0.55987502
## 1977 0 0 0.52563834 0.50285449
## 1978 0 0 0.37114279 0.34780047
## 1979 0 0 0.50133799 0.64062120
## 1980 0 0 0.53848374 0.49272331
## 1981 0 0 0.63540191 0.46885238
## 1982 0 0 0.42990876 0.44277169
## 1983 0 0 0.34274792 0.31600458
## 1984 0 0 0.34259496 0.45750830
## 1985 1 1 0.65046678 0.68933559
## 1986 0 1 0.47449072 0.41900806
## 1987 0 0 0.50001943 0.54328866
## 1988 1 0 0.38839198 0.51943462
## 1989 0 0 0.60526711 0.40266590
## 1990 0 0 0.13364745 0.22313719
## 1991 0 0 0.44687828 0.48083472
## 1992 0 0 0.56627968 0.49954941
## 1993 1 0 0.70725790 0.60826613
## 1994 0 1 0.49323543 0.41239505
## 1995 0 0 0.53152295 0.43305531
## 1996 0 0 0.60174067 0.55684768
## 1997 0 0 0.47969581 0.32316539
## 1998 0 0 0.59891487 0.55183141
## 1999 1 0 0.53646191 0.50619074
## 2000 0 1 0.51229987 0.38643718
## 2001 0 0 0.39480979 0.34700184
## 2002 0 0 0.32651357 0.28993438
## 2003 1 1 0.52108436 0.36189114
## 2004 0 0 0.41653214 0.43306459
## 2005 2 0 0.54113164 0.48101543
## 2006 0 0 0.43244480 0.47499230
## 2007 1 0 0.22488900 0.21976999
## 2008 0 0 0.66578165 0.54154043
## 2009 0 0 0.09851732 0.23227418
## 2010 0 1 0.43631546 0.52903838
## 2011 0 0 0.46386669 0.40218790
## 2012 0 0 0.37157948 0.37041508
## 2013 0 0 0.53032979 0.56988260
## 2014 0 0 0.62294766 0.57263730
## 2015 0 0 0.53824356 0.44820586
## 2016 0 0 0.45847076 0.56965637
## 2017 0 0 0.63377815 0.58836836
## 2018 0 0 0.80795406 0.77453362
## 2019 0 0 0.30423190 0.25350415
## 2020 1 0 0.44705512 0.35370944
## 2021 1 0 0.59107083 0.50855466
## 2022 1 0 0.22016296 0.29910584
## 2023 0 0 0.58984370 0.53308236
## 2024 0 0 0.64734362 0.49062321
## 2025 0 0 0.40806617 0.45780771
## 2026 0 0 0.53761830 0.49984402
## 2027 1 0 0.47896626 0.45724994
## 2028 0 0 0.49006779 0.30983162
## 2029 1 0 0.54748688 0.59533599
## 2030 0 0 0.10209760 0.08512448
## 2031 0 0 0.82826160 0.85396261
## 2032 0 0 0.55017773 0.58914823
## 2033 0 0 0.32337519 0.43573357
## 2034 0 1 0.59872619 0.66318415
## 2035 0 0 0.40000567 0.28083234
## 2036 0 0 0.35172443 0.50169516
## 2037 1 0 0.48911825 0.56872442
## 2038 0 0 0.38749695 0.48863388
## 2039 0 0 0.35140120 0.49823468
## 2040 0 0 0.61876945 0.74277906
## 2041 1 0 0.16426860 0.25017447
## 2042 0 0 0.49591014 0.37253220
## 2043 0 0 0.44358123 0.28683933
## 2044 1 1 0.62443484 0.58002776
## 2045 0 0 0.73411671 0.59409503
## 2046 0 0 0.28900078 0.15257820
## 2047 0 1 0.54675402 0.55325710
## 2048 1 0 0.62437138 0.67727701
## 2049 0 0 0.60984953 0.73343184
## 2050 0 0 0.42672829 0.39950751
## 2051 0 0 0.64798506 0.57406660
## 2052 0 0 0.44389863 0.40287861
## 2053 0 0 0.31899090 0.32226214
## 2054 0 0 0.49588036 0.47990223
## 2055 0 0 0.55984577 0.59084202
## 2056 0 0 0.40245511 0.44983646
## 2057 0 0 0.34054421 0.33495075
## 2058 1 0 0.47047260 0.48259013
## 2059 0 0 0.53867786 0.40411089
## 2060 0 0 0.54814422 0.56094814
## 2061 0 0 0.27601587 0.31673256
## 2062 0 0 0.64843711 0.59223946
## 2063 0 0 0.47418594 0.44663972
## 2064 0 0 0.17166055 0.15838436
## 2065 0 0 0.44074327 0.31361980
## 2066 0 0 0.56549244 0.48224604
## 2067 0 0 0.55075365 0.61655056
## 2068 0 0 0.66882148 0.75309687
## 2069 0 0 0.67433342 0.70483937
## 2070 0 0 0.39564371 0.34526691
## 2071 0 0 0.60492092 0.51549888
## 2072 0 0 0.46537629 0.43597851
## 2073 0 1 0.58500235 0.75346943
## 2074 0 0 0.44820290 0.40127878
## 2075 1 0 0.52962823 0.47590540
## 2076 0 0 0.34142427 0.47352203
## 2077 0 0 0.67818963 0.57411003
## 2078 0 0 0.74341466 0.59006416
## 2079 0 0 0.56988665 0.52286698
## 2080 0 0 0.41817036 0.42035590
## 2081 0 0 0.64718596 0.55968010
## 2082 1 0 0.37074862 0.38598106
## 2083 0 0 0.55432183 0.64728330
## 2084 0 0 0.35350827 0.25399228
## 2085 1 0 0.37897900 0.64671374
## 2086 0 0 0.50218284 0.46056920
## 2087 1 0 0.46277683 0.52648547
## 2088 1 0 0.62533711 0.70748120
## 2089 0 0 0.47870161 0.44918100
## 2090 1 1 0.53204659 0.42994382
## 2091 0 1 0.58694858 0.44186914
## 2092 0 0 0.37645409 0.40288624
## 2093 0 0 0.62026868 0.51142386
## 2094 1 1 0.52064446 0.59931899
## 2095 0 0 0.66325221 0.63177087
## 2096 1 1 0.33092347 0.31561869
## 2097 0 0 0.45840141 0.56407095
## 2098 1 1 0.40214588 0.38169674
## 2099 0 0 0.54941641 0.46621476
## 2100 0 0 0.53618637 0.40057526
## 2101 0 0 0.34431207 0.37901102
## 2102 0 0 0.45959095 0.41412669
## 2103 0 0 0.29129673 0.43320893
## 2104 0 0 0.51346138 0.55650383
## 2105 0 0 0.51813837 0.49805561
## 2106 1 0 0.31403672 0.41513771
## 2107 0 0 0.53873574 0.48266414
## 2108 0 0 0.63907513 0.68886725
## 2109 0 0 0.52258725 0.64025092
## 2110 0 0 0.57100615 0.35946406
## 2111 0 0 0.44749301 0.34280626
## 2112 0 0 0.62283508 0.53803821
## 2113 0 0 0.55683489 0.63862098
## 2114 1 1 0.33888338 0.36759388
## 2115 0 0 0.68058004 0.69942996
## 2116 1 0 0.25155620 0.29335531
## 2117 0 0 0.54725744 0.61804714
## 2118 0 0 0.58967292 0.54940592
## 2119 0 0 0.57179006 0.56657531
## 2120 0 0 0.44797542 0.59488024
## 2121 0 1 0.52540652 0.41250777
## 2122 0 0 0.72743323 0.64190401
## 2123 0 0 0.26297458 0.31271900
## 2124 0 0 0.45588950 0.51934443
## 2125 0 0 0.22656223 0.21911955
## 2126 0 0 0.44256799 0.38881336
## 2127 0 1 0.46691664 0.30284932
## 2128 0 0 0.37205265 0.57685528
## 2129 1 0 0.30981846 0.38667624
## 2130 0 0 0.60209778 0.34532856
## 2131 0 0 0.55676052 0.53445359
## 2132 0 1 0.54620564 0.51386540
## 2133 0 0 0.36320537 0.40996194
## 2134 0 0 0.31948772 0.33081607
## 2135 1 0 0.49339833 0.60272528
## 2136 0 0 0.69326334 0.58247322
## 2137 0 0 0.44703455 0.46243580
## 2138 0 0 0.44132351 0.42078168
## 2139 0 0 0.57085941 0.55313433
## 2140 1 1 0.41454145 0.38658843
## 2141 1 0 0.46358824 0.29040704
## 2142 0 0 0.52835745 0.59282896
## 2143 0 1 0.52972545 0.52626068
## 2144 0 0 0.34399520 0.34358345
## 2145 0 0 0.31998884 0.40373463
## 2146 0 0 0.53299116 0.78927104
## 2147 0 1 0.44168209 0.49333603
## 2148 0 0 0.30547932 0.33676132
## 2149 0 0 0.50222950 0.41223337
## 2150 1 0 0.32196099 0.25589439
## 2151 1 0 0.65988464 0.49949508
## 2152 1 1 0.45896654 0.46156366
## 2153 0 0 0.43592944 0.33116539
## 2154 1 0 0.33574271 0.38543779
## 2155 0 1 0.51696539 0.38193670
## 2156 1 0 0.52551380 0.45088079
## 2157 0 0 0.23437554 0.40353371
## 2158 0 0 0.42013609 0.49057530
## 2159 0 0 0.45014902 0.43976939
## 2160 1 0 0.36833020 0.23480133
## 2161 1 1 0.48728398 0.39875141
## 2162 1 1 0.66972124 0.60589562
## 2163 1 0 0.26399969 0.43512527
## 2164 0 0 0.49381465 0.54530931
## 2165 1 0 0.56661683 0.53270429
## 2166 0 0 0.62693909 0.58748842
## 2167 0 0 0.65746775 0.61007177
## 2168 0 0 0.52895987 0.48246942
## 2169 1 0 0.57253963 0.50132807
## 2170 1 0 0.49859739 0.59211661
## 2171 0 0 0.52449939 0.53431767
## 2172 1 0 0.73037462 0.63411025
## 2173 1 1 0.33441039 0.36375421
## 2174 0 0 0.56191465 0.57968473
## 2175 1 0 0.59118031 0.27447116
## 2176 0 0 0.55917926 0.36720860
## 2177 0 0 0.61799531 0.60234820
## 2178 0 0 0.55757694 0.48529819
## 2179 0 0 0.43413094 0.38486171
## 2180 1 0 0.67538741 0.59398447
## 2181 0 0 0.36638825 0.45276315
## 2182 0 0 0.49060383 0.54463477
## 2183 0 0 0.58701733 0.67253446
## 2184 0 0 0.52826786 0.52909267
## 2185 0 0 0.29367491 0.21820858
## 2186 1 0 0.40624246 0.44161880
## 2187 0 0 0.57229553 0.54119196
## 2188 1 1 0.39562671 0.37167570
## 2189 1 0 0.51602649 0.43418311
## 2190 0 0 0.41343264 0.35594370
## 2191 1 0 0.41819456 0.46910977
## 2192 0 0 0.34068694 0.28706904
## 2193 0 0 0.85253268 0.75327723
## 2194 1 0 0.40317927 0.59868419
## 2195 0 0 0.53998430 0.68017913
## 2196 1 0 0.38579993 0.25602675
## 2197 1 0 0.83721535 0.74754789
## 2198 1 1 0.46723533 0.46712764
## 2199 2 1 0.30133465 0.38266853
## 2200 1 0 0.38833996 0.32707999
## 2201 0 0 0.66083526 0.59434688
## 2202 1 1 0.61375403 0.54266676
## 2203 0 0 0.40612747 0.45594755
## 2204 1 1 0.51686871 0.62606674
## 2205 0 1 0.53530350 0.43333572
## 2206 0 0 0.49127424 0.31977222
## 2207 0 1 0.36850970 0.25946633
## 2208 0 0 0.64579457 0.57960401
## 2209 0 0 0.43634239 0.56190380
## 2210 0 0 0.62155060 0.59714919
## 2211 0 0 0.44200627 0.43489957
## 2212 0 1 0.46042091 0.49341038
## 2213 0 0 0.42599712 0.54180144
## 2214 0 1 0.58719944 0.42027389
## 2215 0 0 0.59989865 0.47148284
## 2216 0 0 0.60489253 0.49009107
## 2217 0 1 0.36014675 0.57395784
## 2218 0 0 0.64890461 0.57520111
## 2219 0 1 0.45520430 0.42513588
## 2220 1 0 0.50451023 0.30292749
## 2221 1 1 0.33136918 0.33492643
## 2222 1 0 0.44600791 0.44531317
## 2223 0 0 0.60788256 0.53121628
## 2224 0 0 0.72668436 0.58859587
## 2225 0 0 0.48771726 0.50918359
## 2226 0 0 0.38375489 0.37161006
## 2227 0 0 0.46942852 0.34019737
## 2228 0 0 0.44876628 0.51756039
## 2229 0 0 0.34857341 0.41689377
## 2230 0 0 0.61823941 0.54388151
## 2231 0 0 0.45467767 0.34782686
## 2232 0 0 0.56072961 0.41311372
## 2233 1 0 0.33631663 0.37143365
## 2234 1 0 0.49754001 0.50082580
## 2235 0 0 0.29055756 0.37044425
## 2236 1 0 0.38805953 0.40410197
## 2237 0 0 0.43535607 0.18628734
## 2238 1 0 0.53198064 0.57258973
## 2239 0 0 0.30033509 0.24747185
## 2240 1 0 0.20721129 0.34578485
## 2241 0 0 0.21982888 0.34825514
## 2242 1 0 0.50349788 0.64605601
## 2243 0 1 0.37065170 0.25579722
## 2244 1 0 0.62721575 0.72463053
## 2245 0 0 0.44592364 0.37402022
## 2246 0 1 0.47929083 0.62629771
## 2247 0 0 0.59752927 0.42051646
## 2248 0 0 0.33922833 0.35241473
## 2249 0 0 0.71304002 0.61731372
## 2250 1 1 0.57665649 0.48875785
## 2251 0 0 0.57128316 0.53887990
## 2252 0 0 0.22958341 0.26920118
## 2253 0 0 0.42462506 0.49072034
## 2254 0 0 0.53689627 0.58014167
## 2255 0 0 0.49438404 0.46786524
## 2256 0 0 0.54841245 0.44034311
## 2257 0 0 0.52695885 0.55544136
## 2258 0 0 0.51814405 0.61670466
## 2259 1 0 0.31864790 0.36838141
## 2260 0 0 0.40514435 0.48907710
## 2261 1 0 0.52967975 0.59393040
## 2262 1 0 0.71519769 0.57416954
## 2263 0 0 0.34397934 0.49381952
## 2264 0 0 0.29604978 0.31237816
## 2265 0 0 0.46504560 0.53171160
## 2266 0 0 0.20276290 0.44346462
## 2267 0 1 0.37334937 0.37582701
## 2268 1 1 0.84593092 0.88334955
## 2269 0 0 0.38286930 0.38432545
## 2270 0 0 0.56624356 0.63464145
## 2271 0 0 0.45813947 0.45265238
## 2272 0 0 0.72681093 0.73422092
## 2273 0 0 0.54079676 0.57767016
## 2274 0 0 0.47523786 0.35763952
## 2275 0 1 0.57200984 0.56535275
## 2276 0 0 0.65444143 0.56161957
## 2277 0 0 0.64120269 0.65744107
## 2278 0 0 0.40460356 0.30511783
## 2279 0 0 0.56791615 0.46600396
## 2280 1 0 0.34471243 0.42802146
## 2281 1 0 0.58468230 0.53328472
## 2282 0 0 0.80968112 0.79867503
## 2283 0 0 0.45270766 0.39184616
## 2284 0 0 0.63574013 0.40599787
## 2285 0 0 0.35664197 0.42225535
## 2286 1 0 0.36794636 0.32130660
## 2287 1 1 0.30451363 0.51802031
## 2288 0 0 0.60207112 0.50384643
## 2289 0 0 0.58037582 0.64205274
## 2290 2 0 0.44110351 0.35716551
## 2291 0 0 0.24127839 0.33451943
## 2292 0 0 0.44608170 0.35360282
## 2293 0 0 0.69807892 0.64019917
## 2294 0 0 0.59528543 0.45692441
## 2295 0 0 0.53205370 0.49585048
## 2296 1 1 0.46901802 0.41638485
## 2297 0 0 0.45750448 0.47371852
## 2298 0 0 0.81400936 0.62926408
## 2299 1 0 0.34081862 0.40362905
## 2300 0 0 0.57174014 0.55845480
## 2301 1 0 0.68428728 0.75821772
## 2302 0 0 0.55486493 0.60887334
## 2303 0 0 0.37943606 0.35365315
## 2304 0 0 0.47225035 0.55636690
## 2305 1 0 0.47041124 0.48487993
## 2306 0 0 0.51760332 0.66499857
## 2307 0 0 0.39429968 0.47689357
## 2308 0 0 0.44079564 0.48828276
## 2309 0 0 0.53862440 0.67892939
## 2310 0 0 0.31228196 0.35402647
## 2311 1 1 0.51070720 0.44978081
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## 4597 1 0 0.36996344 0.29540969
## 4598 0 0 0.48688839 0.31708150
## 4599 1 0 0.52029570 0.52109697
## 4600 0 1 0.38324276 0.52360875
## 4601 0 0 0.34741735 0.45676104
## 4602 0 0 0.50703977 0.53410815
## 4603 1 0 0.66323919 0.67149309
## 4604 0 0 0.47309400 0.48920077
## 4605 0 0 0.43318397 0.47675460
## 4606 1 1 0.41908500 0.49494702
## 4607 0 1 0.59518798 0.58131453
## 4608 0 0 0.35702816 0.47739792
## 4609 0 0 0.43861889 0.36320893
## 4610 0 0 0.36478492 0.49246794
## 4611 2 0 0.25950702 0.37455561
## 4612 1 0 0.46926640 0.39719910
## 4613 0 0 0.58685136 0.58940317
## 4614 0 0 0.67681984 0.72630036
## 4615 0 0 0.63918038 0.46566503
## 4616 0 1 0.30670596 0.43145424
## 4617 0 0 0.54427525 0.62121596
## 4618 0 0 0.37635211 0.39549489
## 4619 0 0 0.36313715 0.40363352
## 4620 0 0 0.47507447 0.42571191
## 4621 1 0 0.26578121 0.21564576
## 4622 0 0 0.48905098 0.63905857
## 4623 0 0 0.39080460 0.49576282
## 4624 0 0 0.47276206 0.37701888
## 4625 0 0 0.33006405 0.37060611
## 4626 1 0 0.59799892 0.66554993
## 4627 0 0 0.53984261 0.42574254
## 4628 0 0 0.56634779 0.55744458
## 4629 1 0 0.31437332 0.41375251
## 4630 0 0 0.61735492 0.54353611
## 4631 0 0 0.49430559 0.66126906
## 4632 0 0 0.38003756 0.38589334
## 4633 0 0 0.46739594 0.62136764
## 4634 0 1 0.48856416 0.52214218
## 4635 1 0 0.53891248 0.35249035
## 4636 1 1 0.36197242 0.41429416
## 4637 1 0 0.63702499 0.73742507
## 4638 0 0 0.63118437 0.54504423
## 4639 1 0 0.54891105 0.55547003
## 4640 0 0 0.45185430 0.41104997
## 4641 0 0 0.58856894 0.54826496
## 4642 1 0 0.78443293 0.76533493
## 4643 0 0 0.47160029 0.51154075
## 4644 0 0 0.42017711 0.40302774
## 4645 1 0 0.45400023 0.59629061
## 4646 0 0 0.45532829 0.48870390
## 4647 0 1 0.50577377 0.43668692
## 4648 0 0 0.53485059 0.48706915
## 4649 0 1 0.60886427 0.44724377
## 4650 0 0 0.75133182 0.65122017
## 4651 0 0 0.30143669 0.41937085
## 4652 0 0 0.73044528 0.57755223
## 4653 0 0 0.51903425 0.50071346
## 4654 1 0 0.37646368 0.27404829
## 4655 0 0 0.55588720 0.62280311
## 4656 0 0 0.33536264 0.39954640
## 4657 0 0 0.61247368 0.55107447
## 4658 0 0 0.45899196 0.46132681
## 4659 0 0 0.48728893 0.39085560
## 4660 0 0 0.48832918 0.53807960
## 4661 1 0 0.47880093 0.59561654
## 4662 0 0 0.45599339 0.50925418
## 4663 0 0 0.49376050 0.49096287
## 4664 0 0 0.59813910 0.61911438
## 4665 0 0 0.42471059 0.40209413
## 4666 0 0 0.37388419 0.47075877
## 4667 1 0 0.59713086 0.47276128
## 4668 0 0 0.48484743 0.48592939
## 4669 0 0 0.61008800 0.52231472
## 4670 0 0 0.35947653 0.26135141
## 4671 0 0 0.49849060 0.47883133
## 4672 0 0 0.49301282 0.55155297
## 4673 0 0 0.40455798 0.49047213
## 4674 1 0 0.50703522 0.50608509
## 4675 1 0 0.49881059 0.58957133
## 4676 0 0 0.55068824 0.38911509
## 4677 1 0 0.51692017 0.56582815
## 4678 1 0 0.35327646 0.38263272
## 4679 1 0 0.60130698 0.48137787
## 4680 0 0 0.42109050 0.50048941
## 4681 0 0 0.64864560 0.54189545
## 4682 0 0 0.60684858 0.52511123
## 4683 0 0 0.47718285 0.38289559
## 4684 0 0 0.59952671 0.48137708
## 4685 0 0 0.30796260 0.26936026
## 4686 1 0 0.55852432 0.46991856
## 4687 0 0 0.44026657 0.35616257
## 4688 0 0 0.55939743 0.60818028
## 4689 1 0 0.38577105 0.36857772
## 4690 0 0 0.40937182 0.39974406
## 4691 0 0 0.38867331 0.34867218
## 4692 0 0 0.37458881 0.35372612
## 4693 0 0 0.32033894 0.24387848
## 4694 0 1 0.51222446 0.40472765
## 4695 0 0 0.42049290 0.48624760
## 4696 0 0 0.52407141 0.62147512
## 4697 0 0 0.47948930 0.33740266
## 4698 0 0 0.58938620 0.61761609
## 4699 0 0 0.65852195 0.62400771
## 4700 0 0 0.54348653 0.33896235
## 4701 0 0 0.42793577 0.43869619
## 4702 0 0 0.47482996 0.49473800
## 4703 0 0 0.42139158 0.57668512
## 4704 0 0 0.46947558 0.45413271
## 4705 0 1 0.53181714 0.52153275
## 4706 0 1 0.47106294 0.46892127
## 4707 1 0 0.55302081 0.64095901
## 4708 2 0 0.42015661 0.47332873
## 4709 0 1 0.43866233 0.47450973
## 4710 0 0 0.50634210 0.35168302
## 4711 1 0 0.36005571 0.37952961
## 4712 0 0 0.39554144 0.27485252
## 4713 0 0 0.46622335 0.53386655
## 4714 0 0 0.40618418 0.51979732
## 4715 1 1 0.24444102 0.18869209
## 4716 1 0 0.57407775 0.46282255
## 4717 0 0 0.37102070 0.27738015
## 4718 0 0 0.36256259 0.47433346
## 4719 0 0 0.54757467 0.58167635
## 4720 0 1 0.55495204 0.64757911
## 4721 0 0 0.49619991 0.56977476
## 4722 0 0 0.57460103 0.61596382
## 4723 1 0 0.54569453 0.53788434
## 4724 1 0 0.34339850 0.43777439
## 4725 0 0 0.53800317 0.61867046
## 4726 1 0 0.43123464 0.34632713
## 4727 1 0 0.37061053 0.48554935
## 4728 0 0 0.35936258 0.43327170
## 4729 0 1 0.88468034 0.81766163
## 4730 1 0 0.45272492 0.45818285
## 4731 1 0 0.52800271 0.52930549
## 4732 0 0 0.46554719 0.44836308
## 4733 0 0 0.37279779 0.51410520
## 4734 0 0 0.39279642 0.40930175
## 4735 2 1 0.59425422 0.50381953
## 4736 0 0 0.57401247 0.53563103
## 4737 0 0 0.47540428 0.45756074
## 4738 0 0 0.48650294 0.56557093
## 4739 0 0 0.52351774 0.51653470
## 4740 0 1 0.52741744 0.37771352
## 4741 0 0 0.54913116 0.50881637
## 4742 0 1 0.45558067 0.47797501
## 4743 0 0 0.60288157 0.56652189
## 4744 0 0 0.22270039 0.40260776
## 4745 0 0 0.55304963 0.58586586
## 4746 0 0 0.40830174 0.52328862
## 4747 0 0 0.44666929 0.39003945
## 4748 1 0 0.47972252 0.44568749
## 4749 0 0 0.79608291 0.72722973
## 4750 0 1 0.60898643 0.56647363
## 4751 0 0 0.78367279 0.91377397
## 4752 1 0 0.59332542 0.53015679
## 4753 0 0 0.56842728 0.45973692
## 4754 0 0 0.51147703 0.48161098
## 4755 0 0 0.57771429 0.60930895
## 4756 0 0 0.63964475 0.53258755
## 4757 0 0 0.48559911 0.49917575
## 4758 1 0 0.46367959 0.45338554
## 4759 0 0 0.41566751 0.35588878
## 4760 0 0 0.43702476 0.46586052
## 4761 1 0 0.48204468 0.52834371
## uti_max_credit_line pct_card_over_50_uti ind_XYZ rep_income rep_education
## 1 0.513933626 0.55086602 0 118266.32 college
## 2 0.418016108 NA 0 89365.06 college
## 3 0.341627001 0.45141749 0 201365.12 college
## 4 0.542940421 0.60784262 0 191794.49 college
## 5 0.632934063 0.57367993 0 161465.37 graduate
## 6 0.697254108 NA 0 145392.18 college
## 7 0.377023569 0.44494570 0 138870.58 graduate
## 8 0.518623855 0.65099646 1 172338.97 college
## 9 0.468299020 NA 0 156538.00 college
## 10 0.532155579 0.59361660 1 171661.31 high_school
## 11 0.207820538 NA 0 189344.83 college
## 12 0.427834055 0.36431413 1 145790.96 high_school
## 13 0.516643957 0.46245035 0 159936.15 college
## 14 0.622971629 0.72197744 1 134346.14 high_school
## 15 0.584027442 0.61347894 1 167084.55 college
## 16 0.365042165 0.50687358 0 194538.89 high_school
## 17 0.320281315 0.35649953 0 175779.54 high_school
## 18 0.453836092 0.59447074 0 NA college
## 19 0.514310587 NA 0 131917.40 college
## 20 0.355047950 0.48411236 1 182351.52 college
## 21 0.680003055 0.60349023 0 179766.18 college
## 22 0.581146056 0.71502035 1 140347.53 college
## 23 0.444251980 0.50734276 0 265075.47 college
## 24 0.444265560 0.60219992 0 169168.62 graduate
## 25 0.453465958 0.71680243 0 116235.68 graduate
## 26 0.287341190 0.49615076 0 148191.29 graduate
## 27 0.577625628 NA 0 125862.22 high_school
## 28 0.593239005 0.68604985 1 223373.95 college
## 29 0.490493013 0.57784040 0 274251.46 college
## 30 0.340285475 0.51844652 0 177472.43 college
## 31 0.568418980 0.46934706 0 NA college
## 32 0.302966082 0.26128547 0 195613.63 high_school
## 33 0.332061170 0.38645027 0 153631.23 college
## 34 0.419220876 0.30954477 1 178830.86 graduate
## 35 0.380113272 0.36667858 0 188098.22 graduate
## 36 0.403901743 0.41806347 1 153296.79 college
## 37 0.564049347 0.57967256 0 NA college
## 38 0.345911747 0.58593904 1 146946.23 college
## 39 0.043305058 0.35832680 1 146099.78 high_school
## 40 0.664639873 NA 0 166195.95 graduate
## 41 0.539248766 0.60398539 0 184944.24 college
## 42 0.465291404 0.54559607 0 160827.10 college
## 43 0.319136880 0.45354724 1 172736.20 high_school
## 44 0.546741930 0.68950079 0 120703.34 graduate
## 45 0.260059575 0.55232772 0 171491.35 high_school
## 46 0.423725700 0.61948132 0 190812.62 college
## 47 0.504501540 0.58753215 0 190828.00 high_school
## 48 0.407762226 0.81418417 1 84630.92 college
## 49 0.495431533 NA 0 216234.02 high_school
## 50 0.453868851 0.45127163 0 157493.26 college
## 51 0.256106727 0.00000000 1 178029.43 college
## 52 0.613126053 NA 0 136792.60 college
## 53 0.368347202 0.30382793 0 195773.62 college
## 54 0.353822919 0.43556001 0 161602.22 college
## 55 0.576167493 0.40948197 0 176786.98 high_school
## 56 0.435216792 0.58429588 0 141360.50 high_school
## 57 0.373203507 0.49738170 0 NA college
## 58 0.182392953 0.34419359 0 103512.72 college
## 59 0.304191336 0.46935053 0 168328.19 college
## 60 0.572487912 0.71956594 0 154240.06 high_school
## 61 0.614732841 0.74749400 0 148026.22 college
## 62 0.466142631 0.37042028 0 129263.44 graduate
## 63 0.584646800 0.57677490 0 NA high_school
## 64 0.421748624 0.52304130 0 163593.93 college
## 65 0.300915025 NA 0 182899.43 college
## 66 0.549326990 0.70364683 0 198291.00 graduate
## 67 0.480139204 0.54690414 0 160461.05 high_school
## 68 0.268102563 0.44909525 0 221018.18 college
## 69 0.448052984 NA 0 NA college
## 70 0.364967759 0.63543900 0 120385.93 high_school
## 71 0.603705175 0.63938128 1 125846.26 high_school
## 72 0.250894235 0.34243814 0 NA college
## 73 0.551812387 0.65190319 0 158159.22 college
## 74 0.360077991 0.63848770 0 186327.57 high_school
## 75 0.413957023 0.44744961 1 156709.60 high_school
## 76 0.335270690 0.69462764 0 239260.15 college
## 77 0.539176577 0.52843559 0 135672.46 high_school
## 78 0.486892700 0.44902729 1 179011.56 college
## 79 0.402385262 0.47722197 1 153419.28 high_school
## 80 0.369187647 0.43625421 0 148571.08 high_school
## 81 0.480631149 0.61205406 0 119129.70 high_school
## 82 0.597414416 0.53718955 0 192056.23 high_school
## 83 0.504973438 0.70770653 0 177019.42 high_school
## 84 0.493189501 0.53802714 1 212244.57 graduate
## 85 0.409492942 0.45186019 0 246986.32 high_school
## 86 0.539136640 0.44420023 1 185105.24 college
## 87 0.363254259 0.48557228 0 174943.28 high_school
## 88 0.351928750 NA 0 159064.69 high_school
## 89 0.525575606 0.39795909 1 NA college
## 90 0.596072514 0.66941589 1 164331.33 college
## 91 0.446696404 0.29119569 1 165772.19 college
## 92 0.472312749 NA 0 148265.19 high_school
## 93 0.642167210 NA 0 163823.13 high_school
## 94 0.541375535 0.63772080 0 143778.04 college
## 95 0.318176468 0.37176916 0 142926.10 college
## 96 0.554606026 0.58593915 1 190912.70 college
## 97 0.454065949 0.58372007 0 124982.16 high_school
## 98 0.486374520 0.50485895 0 145990.33 college
## 99 0.716122828 0.64145752 0 212013.98 college
## 100 0.401560451 0.63737333 0 129473.81 high_school
## 101 0.340635652 0.34660600 0 203115.54 college
## 102 0.396535108 0.65742262 1 123042.46 college
## 103 0.600110645 0.76855254 1 195153.04 college
## 104 0.272006290 0.55313299 0 180459.85 college
## 105 0.576290309 0.55697168 0 197915.83 high_school
## 106 0.377012774 0.32516793 0 207056.63 high_school
## 107 0.623549989 0.69625527 1 153469.73 high_school
## 108 0.433267251 0.49463570 0 126825.55 college
## 109 0.414237098 0.56710019 0 199866.78 college
## 110 0.571236085 0.48181755 0 200028.17 college
## 111 0.663479689 0.73540140 0 200548.50 college
## 112 0.444734607 0.58370418 0 180296.06 high_school
## 113 0.429757675 0.46970932 0 98425.70 college
## 114 0.483082243 0.56326593 0 149423.16 high_school
## 115 0.612044194 0.57782900 0 159013.36 college
## 116 0.504893117 0.52736139 0 115410.46 college
## 117 0.446481904 0.44346692 1 168698.12 high_school
## 118 0.283025002 0.64425381 0 133843.77 graduate
## 119 0.373124756 0.59791523 0 116444.49 college
## 120 0.491119561 0.53986649 0 155303.97 high_school
## 121 0.461605558 0.54111701 0 NA high_school
## 122 0.424926662 0.61197531 0 NA college
## 123 0.762346452 0.83774134 0 154723.76 college
## 124 0.370395036 0.50184085 1 139649.42 graduate
## 125 0.402059411 0.44930515 0 186341.12 college
## 126 0.571105549 0.39206365 0 191976.45 college
## 127 0.455764597 0.48765421 0 156787.94 college
## 128 0.583679953 0.59692754 0 214474.19 college
## 129 0.520702402 0.42153614 1 192393.73 college
## 130 0.532515814 0.42832712 0 117456.63 college
## 131 0.504177999 0.48232416 0 217524.86 college
## 132 0.565764284 0.67102258 0 159753.18 college
## 133 0.592356219 0.58961983 1 200020.06 college
## 134 0.357523374 0.47747824 1 180250.02 college
## 135 0.599479821 0.62670569 0 120132.56 college
## 136 0.409032839 0.46372166 0 190179.42 college
## 137 0.603845672 0.48322719 0 132148.09 college
## 138 0.506091817 0.49200892 0 157049.88 high_school
## 139 0.384134567 0.53538653 0 176620.30 graduate
## 140 0.176935042 0.47365481 0 174985.27 college
## 141 0.329698637 0.65880899 0 162082.27 college
## 142 0.641045586 0.76483983 0 193664.80 college
## 143 0.431190168 0.45325820 0 160107.57 high_school
## 144 0.404476312 0.46986138 0 184951.95 high_school
## 145 0.686074942 0.52912761 0 234895.46 high_school
## 146 0.489987467 0.53016731 0 152458.71 college
## 147 0.228009537 0.55238252 0 170496.33 college
## 148 0.466343978 0.61946237 0 127017.61 graduate
## 149 0.323676275 0.58486043 1 126242.36 college
## 150 0.478950580 0.52149425 0 145689.42 college
## 151 0.287943061 0.45515650 0 115401.64 college
## 152 0.462412027 0.63426790 1 174725.97 college
## 153 0.333061196 0.55740381 1 143096.13 college
## 154 0.440577449 0.56919596 0 144707.18 college
## 155 0.309217284 0.24955122 0 169290.35 college
## 156 0.499591329 0.45850411 0 125758.94 college
## 157 0.261299331 0.48882311 0 140402.50 high_school
## 158 0.418648881 0.55769867 0 209284.26 high_school
## 159 0.449519114 NA 0 144289.16 college
## 160 0.495169135 0.50511013 1 160863.73 college
## 161 0.217098411 0.47368730 0 148280.06 college
## 162 0.390943780 0.36248588 0 122975.20 college
## 163 0.648532918 0.77979104 0 241189.14 other
## 164 0.449647013 0.54647014 0 151427.68 high_school
## 165 0.440355133 0.42832033 0 NA college
## 166 0.320151941 0.55293813 1 142181.04 high_school
## 167 0.475777207 0.59820800 0 185785.90 graduate
## 168 0.389219674 0.60224783 1 170151.54 college
## 169 0.539010138 0.62880770 0 144906.56 high_school
## 170 0.420127173 0.55928978 0 NA college
## 171 0.409232173 0.59525603 0 202837.75 high_school
## 172 0.640818988 0.58807426 0 184537.50 high_school
## 173 0.507172509 0.48104495 0 187911.60 high_school
## 174 0.476433528 0.42283793 0 152934.53 high_school
## 175 0.329645938 0.53956519 0 196449.43 college
## 176 0.610187293 0.69389892 0 190687.66 college
## 177 0.590314706 0.51067251 0 151905.64 high_school
## 178 0.598920397 0.80120962 0 199540.59 graduate
## 179 0.691030641 0.74339378 0 225135.55 college
## 180 0.475646197 0.55604566 0 131994.81 college
## 181 0.300285271 0.54747928 0 NA college
## 182 0.550964409 0.62984101 1 195587.03 high_school
## 183 0.199128465 0.50450983 0 225517.33 college
## 184 0.201606309 NA 0 169610.14 college
## 185 0.260727203 0.40817427 0 234228.54 high_school
## 186 0.516339776 0.42847317 1 173492.43 college
## 187 0.436351656 0.47275192 0 195737.23 college
## 188 0.670693292 0.69703240 0 207662.36 high_school
## 189 0.361492995 0.44479462 1 170200.92 college
## 190 0.157599523 0.32717057 0 154247.31 high_school
## 191 0.507541797 0.64066395 0 188251.26 high_school
## 192 0.582547801 0.48939794 0 230917.43 college
## 193 0.428870582 NA 1 NA high_school
## 194 0.297458979 0.48728549 0 78209.68 college
## 195 0.421802145 0.58181619 0 246905.93 college
## 196 0.607467260 0.55999584 0 195061.03 college
## 197 0.590505019 0.66359568 0 137272.90 high_school
## 198 0.338269324 0.34657686 0 143115.41 college
## 199 0.414063036 0.54424285 0 158151.53 high_school
## 200 0.666315189 0.79825035 0 183081.76 graduate
## 201 0.313017069 NA 0 192588.92 high_school
## 202 0.446787651 0.55690259 0 NA college
## 203 0.648931867 0.64301238 1 NA high_school
## 204 0.489439065 0.49615681 1 166784.69 high_school
## 205 0.399959194 0.42314505 1 199202.74 college
## 206 0.396693417 0.65935036 0 169737.52 graduate
## 207 0.492127164 0.79759070 0 127300.50 high_school
## 208 0.336833346 0.39091500 0 260085.50 graduate
## 209 0.278479312 0.34294263 0 132399.29 college
## 210 0.396344940 0.35395941 1 NA high_school
## 211 0.391832749 0.49697806 0 197699.35 high_school
## 212 0.450233948 0.60082738 0 180378.40 college
## 213 0.638851233 NA 1 171656.11 graduate
## 214 0.379967377 0.46303743 0 186306.23 graduate
## 215 0.532012109 0.53295077 0 128078.62 college
## 216 0.479567213 0.48876938 1 178036.41 college
## 217 0.557761015 0.70984714 0 190629.33 college
## 218 0.391017782 0.36477689 0 223230.88 college
## 219 0.503459019 0.65876347 0 202184.50 college
## 220 0.463104394 0.55811086 0 257633.51 college
## 221 0.495219434 0.67876296 0 193410.86 college
## 222 0.392864691 0.61437583 0 149058.53 high_school
## 223 0.415513850 NA 1 162823.33 high_school
## 224 0.692697204 0.71898268 0 177786.31 graduate
## 225 0.288550906 0.46788994 0 177169.23 college
## 226 0.482195541 0.42486213 0 181460.52 college
## 227 0.386561819 0.39310865 0 190101.84 college
## 228 0.479890278 0.44024101 0 145796.47 college
## 229 0.809065822 0.66730967 0 67697.27 college
## 230 0.440496289 0.40825773 0 174535.19 college
## 231 0.707786987 0.62161841 0 156650.61 college
## 232 0.615272240 0.60092275 0 135530.71 high_school
## 233 0.433510474 NA 1 220814.03 college
## 234 0.429286219 0.71108171 0 149895.66 college
## 235 0.413961607 0.46035592 0 169410.04 college
## 236 0.419579175 0.57268377 0 158599.76 graduate
## 237 0.427888894 0.54146644 0 201746.47 high_school
## 238 0.509824029 NA 0 158145.55 college
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## 1702 0.455991685 0.58644202 0 193620.29 college
## 1703 0.361797354 NA 1 172740.00 graduate
## 1704 0.333140528 0.33361743 0 183781.26 high_school
## 1705 0.323137571 0.37135681 0 194289.04 graduate
## 1706 0.430123325 0.43471429 1 132541.98 college
## 1707 0.552188895 0.74847666 1 170794.96 college
## 1708 0.628847628 0.87107873 0 207753.98 high_school
## 1709 0.531670944 0.46163154 0 NA college
## 1710 0.596826284 0.52045126 0 141572.40 college
## 1711 0.408756295 0.64872868 0 184445.54 college
## 1712 0.317398689 0.21538319 1 93623.31 high_school
## 1713 0.576692143 0.64972681 0 171061.86 high_school
## 1714 0.461518396 0.57807155 0 147229.13 college
## 1715 0.516356290 0.65380487 1 190914.72 high_school
## 1716 0.425878914 0.50518907 0 195559.96 high_school
## 1717 0.578749020 0.61050547 0 121965.64 high_school
## 1718 0.679310726 0.58243039 0 171915.23 college
## 1719 0.385821170 NA 0 196417.32 high_school
## 1720 0.622779587 0.64366836 0 173153.40 college
## 1721 0.300945015 0.45498249 0 167762.14 college
## 1722 0.309492202 0.64183935 0 222370.47 college
## 1723 0.658686735 0.71608132 0 194015.69 college
## 1724 0.472481061 0.66946785 0 197775.95 college
## 1725 0.649758561 0.60190363 1 NA college
## 1726 0.549248185 0.47845903 0 161133.61 college
## 1727 0.449522734 0.55141613 1 194695.28 high_school
## 1728 0.499222673 0.43592607 1 214766.99 high_school
## 1729 0.478289586 0.64839231 0 190113.55 high_school
## 1730 0.511250388 0.63172351 0 206258.94 college
## 1731 0.421706986 0.74303959 0 112181.00 college
## 1732 0.378474346 NA 0 137955.48 college
## 1733 0.370970759 0.40929459 0 167155.15 college
## 1734 0.214807404 0.32916256 0 238789.54 college
## 1735 0.613519889 NA 0 139881.42 college
## 1736 0.385045357 0.49050574 0 187106.64 college
## 1737 0.566479127 0.65262687 0 122948.52 graduate
## 1738 0.318550815 0.31205538 0 211312.38 college
## 1739 0.559847777 NA 1 165742.14 high_school
## 1740 0.507729453 0.51623286 0 150953.83 college
## 1741 0.471073324 0.61648997 0 NA college
## 1742 0.275426054 0.61509406 0 173262.85 high_school
## 1743 0.647308185 0.64445339 0 194226.85 graduate
## 1744 0.451759909 NA 0 153399.41 college
## 1745 0.594969669 0.61150066 0 192983.49 high_school
## 1746 0.040048367 0.29141560 0 165904.63 high_school
## 1747 0.529476184 0.37873062 1 135763.79 high_school
## 1748 0.202497681 0.36335452 0 132023.63 college
## 1749 0.477920159 0.57105269 0 170834.95 graduate
## 1750 0.663441198 0.74736134 0 166746.32 college
## 1751 0.514345568 0.59865704 0 137778.20 college
## 1752 0.374115631 0.52880982 0 177699.07 graduate
## 1753 0.408220428 0.43893065 0 191736.32 college
## 1754 0.540629422 0.57543644 1 169180.12 college
## 1755 0.630445749 0.61201825 0 NA graduate
## 1756 0.314934021 0.51749276 1 NA college
## 1757 0.553143555 NA 0 202312.82 high_school
## 1758 0.362798493 0.42393399 1 192663.90 college
## 1759 0.306879754 0.41782835 1 168276.05 college
## 1760 0.542988411 0.53783205 0 177103.76 high_school
## 1761 0.437206064 0.69314398 0 174397.98 college
## 1762 0.315532727 0.58155092 0 133798.84 college
## 1763 0.174228860 0.54267093 0 170348.62 high_school
## 1764 0.415055919 0.42492221 0 182925.26 graduate
## 1765 0.390593326 0.62008449 0 NA college
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## 1767 0.472364165 0.73122010 1 222289.20 high_school
## 1768 0.548204934 NA 0 159837.13 high_school
## 1769 0.364350270 0.39457129 0 216627.65 college
## 1770 0.586435655 0.51831006 0 139718.06 graduate
## 1771 0.390499459 0.49884482 0 148164.93 high_school
## 1772 0.570026609 0.48590593 0 194221.36 graduate
## 1773 0.415793977 NA 0 136925.04 graduate
## 1774 0.663643812 0.66920074 0 116798.66 high_school
## 1775 0.502388617 0.61594128 0 146042.31 college
## 1776 0.448393480 0.51294169 0 201730.90 college
## 1777 0.629575478 0.59515137 0 156069.37 graduate
## 1778 0.437340672 NA 1 111861.79 graduate
## 1779 0.375741488 0.53012253 1 171224.12 college
## 1780 0.487184697 0.39309987 0 178185.29 high_school
## 1781 0.366897365 0.41713279 0 213187.41 college
## 1782 0.493885377 0.37830689 0 182295.76 college
## 1783 0.440608979 0.55942616 1 195570.17 college
## 1784 0.424878444 0.74557632 0 174978.99 high_school
## 1785 0.530583510 0.44576539 1 221137.29 high_school
## 1786 0.209350236 0.34588718 0 146177.62 college
## 1787 0.350540777 0.42557835 0 166778.45 college
## 1788 0.624561650 0.63319887 0 133483.87 college
## 1789 0.351989073 0.36186307 0 145248.27 college
## 1790 0.612277002 0.54548380 0 191129.47 college
## 1791 0.044328987 0.33809755 0 213165.59 college
## 1792 0.382552574 NA 0 156548.71 high_school
## 1793 0.532853398 0.64837732 1 155282.28 college
## 1794 0.655571588 0.64381661 0 168495.02 college
## 1795 0.737912801 0.89044376 0 186339.16 college
## 1796 0.454996827 0.44131740 1 161566.31 college
## 1797 0.347477500 0.65633068 0 199426.00 high_school
## 1798 0.186299164 0.37033974 0 181921.99 graduate
## 1799 0.359756485 0.33268487 0 131861.94 college
## 1800 0.346800503 0.51233193 1 196502.01 high_school
## 1801 0.510327122 0.56355469 0 199880.83 graduate
## 1802 0.661657189 0.63247301 0 156842.27 college
## 1803 0.582780899 0.67014963 0 173796.72 college
## 1804 0.476313444 0.45091038 1 NA high_school
## 1805 0.436698639 0.54972161 0 204852.55 college
## 1806 0.443074636 0.38397645 0 184297.99 high_school
## 1807 0.549709605 0.50135028 1 222324.99 college
## 1808 0.518171611 0.71260889 0 204113.37 high_school
## 1809 0.384014698 0.43647583 0 149168.61 high_school
## 1810 0.577037614 0.72022668 0 174825.01 college
## 1811 0.580071804 0.69374508 0 120923.77 graduate
## 1812 0.522663854 0.48561870 0 97410.65 college
## 1813 0.647648512 0.72616594 1 NA college
## 1814 0.448996499 0.61579291 0 181241.51 college
## 1815 0.573750132 0.71248298 0 168270.25 high_school
## 1816 0.456755911 0.50828860 0 177715.86 college
## 1817 0.640673796 0.49265550 0 212147.20 high_school
## 1818 0.508567173 0.52440397 0 199646.38 college
## 1819 0.365810862 0.41163104 0 NA college
## 1820 0.634361660 0.72853567 0 142348.11 college
## 1821 0.616546067 0.71033682 0 NA high_school
## 1822 0.444539775 0.51795846 0 189801.56 high_school
## 1823 0.487088215 0.51710037 0 156128.00 college
## 1824 0.563302906 0.68737897 0 189412.94 college
## 1825 0.319208823 0.53180505 1 115544.62 college
## 1826 0.242270798 0.33133124 1 158779.88 graduate
## 1827 0.321105704 0.49675609 0 161585.83 graduate
## 1828 0.304203628 0.54002032 0 151463.29 college
## 1829 0.486615685 0.72182802 0 167965.88 high_school
## 1830 0.374587358 0.62862207 0 116851.65 college
## 1831 0.301917769 0.45135435 0 131021.17 high_school
## 1832 0.331268466 0.33427145 0 168243.12 high_school
## 1833 0.458482807 0.63112580 0 NA college
## 1834 0.386627542 0.55593183 1 NA college
## 1835 0.287476929 0.50192605 1 202168.36 graduate
## 1836 0.823639015 0.92819623 1 183027.97 high_school
## 1837 0.493272200 0.56953410 0 118854.13 college
## 1838 0.433206492 NA 0 132409.64 college
## 1839 0.079814831 0.22985869 0 189946.65 college
## 1840 0.618475458 0.78310564 0 172592.12 college
## 1841 0.250977092 0.59313715 0 189327.98 high_school
## 1842 0.569020195 0.76465813 0 152535.85 other
## 1843 0.571105859 0.78965770 0 149069.98 high_school
## 1844 0.351830013 0.71534279 0 145612.71 college
## 1845 0.427415224 0.61635956 0 109197.37 graduate
## 1846 0.263071902 0.49357634 0 181501.60 college
## 1847 0.487685178 0.54677870 1 116642.07 graduate
## 1848 0.742009245 NA 0 180717.21 college
## 1849 0.333566626 0.51393467 0 NA college
## 1850 0.421345269 NA 0 131576.47 high_school
## 1851 0.494495833 0.55861982 0 129190.29 college
## 1852 0.459830089 0.48590349 0 150564.82 college
## 1853 0.489483656 0.47537814 1 208029.92 college
## 1854 0.671285388 0.67437186 0 136386.56 college
## 1855 0.412583880 0.55896537 1 146097.54 college
## 1856 0.499706258 0.55383277 0 154619.77 college
## 1857 0.451728771 0.51522971 0 184101.08 college
## 1858 0.587711365 0.73634637 0 183384.83 high_school
## 1859 0.272316715 0.58846188 0 NA college
## 1860 0.272276721 0.33644900 0 179416.90 college
## 1861 0.465223313 0.56382781 0 NA high_school
## 1862 0.692355954 0.92180537 0 162880.05 high_school
## 1863 0.640992713 0.67197757 1 135485.18 college
## 1864 0.447832982 0.58393858 0 174162.53 high_school
## 1865 0.356897680 0.42424873 0 152869.74 college
## 1866 0.607625915 0.86192789 1 187227.32 college
## 1867 0.376889148 0.60297579 0 198278.74 college
## 1868 0.510266431 0.58495172 0 141320.45 high_school
## 1869 0.360718588 0.40993851 0 161648.67 college
## 1870 0.338249837 0.30267275 1 196252.46 college
## 1871 0.399245007 0.53577628 0 137743.78 college
## 1872 0.439943658 NA 0 116386.57 graduate
## 1873 0.389361223 NA 0 97304.08 college
## 1874 0.604627685 0.53137033 0 NA college
## 1875 0.436933932 0.56759358 1 157109.70 graduate
## 1876 0.341047654 0.46291185 0 145423.68 high_school
## 1877 0.422254635 NA 0 205827.21 college
## 1878 0.671176073 0.77580065 0 118648.77 college
## 1879 0.541675800 0.51552628 0 115165.11 high_school
## 1880 0.368658843 NA 0 138423.45 college
## 1881 0.668118443 0.72861332 1 230819.91 college
## 1882 0.643946368 0.80322311 0 175548.09 college
## 1883 0.366352093 0.41248738 0 123020.68 college
## 1884 0.284267193 0.47276504 1 184726.10 high_school
## 1885 0.405826324 0.54697636 0 166389.11 college
## 1886 0.394074175 0.24644545 0 188406.43 high_school
## 1887 0.311896876 0.39716445 1 147593.45 college
## 1888 0.339282891 0.34955290 0 122094.94 college
## 1889 0.412609447 0.61873921 0 169513.69 high_school
## 1890 0.259553202 0.25701128 0 155107.22 high_school
## 1891 0.575242303 0.41355927 0 158430.92 graduate
## 1892 0.286206243 0.40099418 0 142899.23 college
## 1893 0.589044029 0.72397833 0 160871.91 high_school
## 1894 0.116485502 0.48887265 1 134291.48 high_school
## 1895 0.454121092 0.43484446 0 145604.45 college
## 1896 0.452293370 0.41010801 0 144353.78 college
## 1897 0.518115838 0.47643430 1 154187.25 college
## 1898 0.504988766 0.64285481 0 181605.76 college
## 1899 0.593685713 0.76964077 1 156414.73 graduate
## 1900 0.519464765 0.73308346 0 175203.39 high_school
## 1901 0.337380576 0.52441501 1 164134.55 high_school
## 1902 0.470084825 0.76532500 1 186244.55 high_school
## 1903 0.491585798 0.43944367 0 89226.81 high_school
## 1904 0.573901798 NA 0 161594.17 graduate
## 1905 0.691082203 0.79278674 0 206673.02 college
## 1906 0.194069223 0.40130885 0 203668.14 college
## 1907 0.531655048 0.71827766 0 140333.52 high_school
## 1908 0.337954349 0.64788338 0 134220.04 high_school
## 1909 0.376721916 0.48505594 0 150452.55 college
## 1910 0.554464369 0.64081514 0 149927.19 college
## 1911 0.241233734 0.46128913 0 136772.74 college
## 1912 0.451123713 0.46169052 0 NA college
## 1913 0.506344765 0.55333261 0 101063.45 college
## 1914 0.464071303 0.50662502 0 186032.94 high_school
## 1915 0.387788531 NA 1 NA high_school
## 1916 0.590374518 0.44353933 0 189682.44 high_school
## 1917 0.206113690 0.31967472 0 143023.83 college
## 1918 0.509125983 0.39876804 1 181520.09 graduate
## 1919 0.432612042 0.58411148 0 139776.15 college
## 1920 0.504497925 0.59145779 0 NA high_school
## 1921 0.226620354 0.35267198 1 173981.64 college
## 1922 0.539895034 0.56204410 0 158017.19 college
## 1923 0.573888763 0.65115541 0 154354.47 high_school
## 1924 0.408263419 0.46648443 1 176343.45 college
## 1925 0.577241118 0.82262435 0 171132.14 high_school
## 1926 0.379280942 0.66089272 1 181340.69 college
## 1927 0.416409309 0.51625050 0 172294.53 college
## 1928 0.486544202 0.43277783 0 102167.12 high_school
## 1929 0.453234711 0.76165269 0 176171.04 college
## 1930 0.552555808 0.54855233 0 115715.92 college
## 1931 0.625973083 0.54899723 1 194892.37 graduate
## 1932 0.481605999 0.67339096 1 182382.13 college
## 1933 0.532096109 NA 1 174162.63 high_school
## 1934 0.388246105 0.57001925 0 157401.66 college
## 1935 0.558462819 0.68319767 0 115167.67 high_school
## 1936 0.741802909 0.67907124 0 140296.57 college
## 1937 0.408292276 0.38067851 1 127044.05 college
## 1938 0.407345289 0.29589194 1 199537.16 high_school
## 1939 0.636066245 0.65027554 0 102310.64 college
## 1940 0.355402417 0.32909332 1 160915.71 high_school
## 1941 0.452109730 NA 1 169590.25 college
## 1942 0.483150477 0.57989856 0 NA graduate
## 1943 0.742119293 0.55169057 0 181937.43 college
## 1944 0.171906341 0.25925996 0 141279.13 college
## 1945 0.685416643 0.57413565 0 133393.46 graduate
## 1946 0.384422016 0.52844588 0 167499.98 high_school
## 1947 0.346744608 0.46531102 0 82942.64 college
## 1948 0.434171172 0.67246514 0 163286.17 college
## 1949 0.424959282 0.55577987 0 165973.34 college
## 1950 0.304732851 0.46548135 1 184762.42 college
## 1951 0.623836005 0.55298150 1 165344.17 graduate
## 1952 0.449067238 NA 0 157912.04 college
## 1953 0.615329370 0.69448877 0 144267.73 college
## 1954 0.495539702 0.65583718 0 140044.00 high_school
## 1955 0.270953379 0.31614181 0 NA high_school
## 1956 0.186444056 0.32342791 1 174255.58 college
## 1957 0.578807569 0.52270120 1 178921.24 college
## 1958 0.397071427 0.56984491 0 161332.26 college
## 1959 0.343537829 0.48980212 0 162421.39 college
## 1960 0.609855118 0.67504793 1 166113.50 college
## 1961 0.521633942 0.61349402 0 199535.29 college
## 1962 0.437211177 0.61408098 1 144124.55 college
## 1963 0.576013434 0.52370122 1 165704.70 college
## 1964 0.234348356 0.45195901 0 168676.06 high_school
## 1965 0.339759483 0.43842217 0 NA high_school
## 1966 0.629484186 0.73948844 0 159131.42 high_school
## 1967 0.493872194 0.75096488 0 186488.40 college
## 1968 0.602598879 0.55141323 0 NA high_school
## 1969 0.502592576 0.59558806 0 140224.93 college
## 1970 0.176727992 0.41734908 0 141164.41 college
## 1971 0.579411055 0.75022411 0 176901.08 college
## 1972 0.568276678 0.62830594 0 34707.90 college
## 1973 0.556749040 NA 1 168462.03 college
## 1974 0.211328178 NA 1 191931.26 college
## 1975 0.415403515 0.52794080 0 124992.34 college
## 1976 0.477946616 0.64214393 0 NA high_school
## 1977 0.484944510 0.54884154 0 184501.88 other
## 1978 0.529672311 0.43196399 1 157746.21 high_school
## 1979 0.334796023 0.48518577 1 196884.26 high_school
## 1980 0.648008172 0.62742491 1 122404.71 college
## 1981 0.489802993 NA 0 170364.77 high_school
## 1982 0.421193354 0.67509021 1 185082.37 college
## 1983 0.396397468 0.47442292 0 177193.81 college
## 1984 0.359153772 0.37606844 1 180787.35 college
## 1985 0.634496428 0.72438678 0 156901.42 college
## 1986 0.444530202 0.51599760 0 180399.41 college
## 1987 0.579672454 0.47372011 0 157973.00 college
## 1988 0.149206777 0.51293728 0 135635.42 college
## 1989 0.586233455 0.73549115 1 168060.14 college
## 1990 0.159437225 NA 0 158759.04 high_school
## 1991 0.412556799 0.51806236 0 148344.84 college
## 1992 0.686198793 0.55285507 0 105601.08 high_school
## 1993 0.511987598 0.75788653 0 161570.66 high_school
## 1994 0.325250533 0.49349020 1 208049.60 graduate
## 1995 0.460314253 0.61529458 0 197082.97 high_school
## 1996 0.579902831 NA 0 173522.74 high_school
## 1997 0.366927480 0.50471360 1 204930.66 college
## 1998 0.507665166 0.64584221 0 190024.41 college
## 1999 0.629028405 0.51465028 0 149833.41 college
## 2000 0.534542933 0.43853124 0 129096.16 college
## 2001 0.333065850 0.38991681 1 102370.39 college
## 2002 0.492387386 0.38386380 1 198125.33 college
## 2003 0.503836953 0.54653279 1 197448.62 high_school
## 2004 0.439310415 0.58657641 1 122289.20 college
## 2005 0.481908771 0.57016595 0 186078.72 high_school
## 2006 0.470386699 0.57144396 0 145885.25 college
## 2007 0.261325351 0.44841954 1 177708.06 graduate
## 2008 0.445856884 0.67849852 0 213270.30 college
## 2009 0.186730531 0.06734866 0 201840.97 college
## 2010 0.355411120 0.53798314 1 157122.78 college
## 2011 0.518207474 0.49198277 0 180286.51 college
## 2012 0.292167336 0.50345244 0 125530.54 high_school
## 2013 0.503862401 0.50742619 0 135534.92 college
## 2014 0.599880051 0.56128547 0 155784.66 college
## 2015 0.752905253 0.60421455 0 213391.88 college
## 2016 0.445950586 0.53880887 0 142361.76 graduate
## 2017 0.657253869 0.65969097 0 167875.37 high_school
## 2018 0.796189423 0.84931612 0 149118.85 college
## 2019 0.216538746 0.22353872 0 205864.38 college
## 2020 0.301257074 0.44966004 1 134824.77 college
## 2021 0.568448838 0.56904674 0 194343.08 college
## 2022 0.348801398 0.39563261 0 181760.44 high_school
## 2023 0.589878640 0.67154949 0 212558.56 college
## 2024 0.658443555 NA 0 134476.61 high_school
## 2025 0.517292828 NA 1 162154.72 college
## 2026 0.580589431 0.59914060 1 163531.89 high_school
## 2027 0.358758495 0.56534010 0 137453.96 high_school
## 2028 0.567637487 0.54747625 0 206858.01 college
## 2029 0.419015393 0.64286087 0 207991.29 college
## 2030 0.210478642 0.15526890 1 191326.49 college
## 2031 0.689730864 0.89122862 0 213403.91 college
## 2032 0.507380862 0.59693245 1 170095.57 college
## 2033 0.380270203 0.42700328 1 119843.88 college
## 2034 0.426484952 0.68345064 0 126422.36 high_school
## 2035 0.280769864 0.40023887 0 174351.25 graduate
## 2036 0.344089891 0.50331666 0 180859.36 college
## 2037 0.555731515 0.62614856 0 NA graduate
## 2038 0.475196025 0.33057651 0 NA college
## 2039 0.306261073 0.46121207 0 NA college
## 2040 0.426884317 0.57890398 0 147328.92 college
## 2041 0.406952215 0.25808131 0 113896.02 college
## 2042 0.459237509 0.51622839 0 242868.03 graduate
## 2043 0.533747354 0.51134802 0 112103.53 college
## 2044 0.524713422 0.62704088 0 140170.93 high_school
## 2045 0.665376632 0.73624770 1 182782.55 college
## 2046 0.283118815 0.29077299 0 220516.49 graduate
## 2047 0.543553394 0.58479158 1 172102.69 college
## 2048 0.609931522 0.54170487 0 199617.98 college
## 2049 0.570612725 0.64104867 0 192861.97 graduate
## 2050 0.369451394 0.54699572 0 173702.80 high_school
## 2051 0.663427822 NA 0 121593.02 college
## 2052 0.346238304 0.50167251 0 149035.15 college
## 2053 0.263358670 0.44151124 0 164449.98 college
## 2054 0.543294636 0.53462374 0 210895.78 college
## 2055 0.413675602 0.75359548 1 170073.50 college
## 2056 0.425203969 0.47094042 0 133579.50 college
## 2057 0.339521173 0.40584390 0 163940.30 college
## 2058 0.486486597 0.47266393 0 220900.44 graduate
## 2059 0.533821128 0.65224814 0 161636.39 college
## 2060 0.618801722 0.54488101 0 71392.48 high_school
## 2061 0.276338441 NA 0 170939.35 college
## 2062 0.914522635 0.65176597 0 182968.19 high_school
## 2063 0.376100815 0.58708898 0 219858.54 graduate
## 2064 0.194186135 0.39500532 0 110598.57 college
## 2065 0.396123331 0.49464476 0 157137.65 college
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## [ reached 'max' / getOption("max.print") -- omitted 15239 rows ]#load libraries
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.3 ✔ readr 2.1.4
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ ggplot2 3.4.2 ✔ tibble 3.2.1
## ✔ lubridate 1.9.2 ✔ tidyr 1.3.0
## ✔ purrr 1.0.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(dplyr)
library(DescTools)
library(ggplot2)1.Data Wrangling
- The dimension: 20000x21
- The data set has 20000 rows and 21 columns
Column names are:“tot_balance”, “avg_bal_cards”, “credit_age”, “credit_age_good_account” , “credit_card_age”, “num_acc_30d_past_due_12_months”, “num_acc_30d_past_due_6_months”, “num_mortgage_currently_past_due”, “tot_amount_currently_past_due”, “num_inq_12_month”, “num_card_inq_24_month”, “num_card_12_month”, “num_auto_.36_month”, “uti_open_card”, “pct_over_50_uti”, “uti_max_credit_line”, “pct_card_over_50_uti”, “ind_XYZ”, “rep_income”, “rep_education”, “Def_ind”
Types of data in the data set: numeric, integer, and character.
dim(loan_df)## [1] 20000 21columns <- colnames(loan_df)
lapply(loan_df, class)## $tot_balance
## [1] "numeric"
##
## $avg_bal_cards
## [1] "numeric"
##
## $credit_age
## [1] "integer"
##
## $credit_age_good_account
## [1] "integer"
##
## $credit_card_age
## [1] "integer"
##
## $num_acc_30d_past_due_12_months
## [1] "integer"
##
## $num_acc_30d_past_due_6_months
## [1] "integer"
##
## $num_mortgage_currently_past_due
## [1] "integer"
##
## $tot_amount_currently_past_due
## [1] "numeric"
##
## $num_inq_12_month
## [1] "integer"
##
## $num_card_inq_24_month
## [1] "integer"
##
## $num_card_12_month
## [1] "integer"
##
## $num_auto_.36_month
## [1] "integer"
##
## $uti_open_card
## [1] "numeric"
##
## $pct_over_50_uti
## [1] "numeric"
##
## $uti_max_credit_line
## [1] "numeric"
##
## $pct_card_over_50_uti
## [1] "numeric"
##
## $ind_XYZ
## [1] "integer"
##
## $rep_income
## [1] "numeric"
##
## $rep_education
## [1] "character"
##
## $Def_ind
## [1] "integer"- Column that have missing values: rep_income rep_income is missing 7.795% values. pct_card_over_50_uti is missing 9.790% values.
numNa <- colSums(is.na(loan_df))
colNa <- subset(numNa, numNa > 0)
colNa## pct_card_over_50_uti rep_income
## 1958 1559naStat <- (colNa/nrow(loan_df))*100
naStat## pct_card_over_50_uti rep_income
## 9.790 7.795We should deal with missing values by removing the rows or columns that contain the missing values or substitute missing values with other values (such as sample mean). However, there is no best way to approach.
With this data, I would fit a supervised learning model. Because there is one response variable to all the predictor variable in the data set.
Drop all rows with missing values, print dim() Dimension of new data set is 16653 x 21 (16653 rows, 21 columns)
new_loan_df <- drop_na(loan_df)
new_loan_df## tot_balance avg_bal_cards credit_age credit_age_good_account
## 1 102956.11 14819.0574 238 104
## 2 124658.92 15347.9297 277 110
## 3 133968.54 14050.7133 375 224
## 4 143601.80 14858.5153 374 155
## 5 154508.47 19626.3647 249 132
## 6 121591.05 11143.1938 252 139
## 7 144968.72 18370.6170 328 169
## 8 107638.33 12727.5300 344 151
## 9 89475.84 7610.2129 377 164
## 10 111727.30 13123.6753 336 144
## 11 108849.87 14907.1317 306 133
## 12 96643.32 12297.9479 217 100
## 13 93084.81 8737.2294 210 97
## 14 91656.11 10692.6580 387 182
## 15 108397.85 10006.5062 331 149
## 16 101097.48 14224.4898 319 151
## 17 90168.76 12929.4713 322 131
## 18 59642.38 6238.8832 244 116
## 19 97504.62 12474.7983 409 186
## 20 93669.94 10334.4989 206 110
## 21 71770.68 9920.8515 192 151
## 22 105528.68 12417.5076 279 124
## 23 100700.71 13878.4714 240 129
## 24 132159.09 14990.6345 269 151
## 25 131442.00 15228.8231 285 121
## 26 108260.37 10289.5149 246 146
## 27 108962.38 11918.0379 274 130
## 28 117855.56 10996.5013 294 149
## 29 132323.86 14581.5686 289 123
## 30 126847.62 13109.0115 350 162
## 31 118555.83 12726.9372 221 148
## 32 105116.70 10489.8142 300 146
## 33 109894.69 15049.2257 296 171
## 34 82613.33 12223.8459 295 143
## 35 132629.31 14562.1324 332 177
## 36 118637.72 13149.3769 270 124
## 37 97618.74 18055.4059 274 180
## 38 103747.46 13695.7105 292 165
## 39 74154.85 9106.1252 303 149
## 40 148715.59 18285.9671 480 213
## 41 67077.68 7787.0494 307 149
## 42 135130.06 18326.2519 274 156
## 43 115855.51 13042.9379 369 195
## 44 104520.29 15966.5977 316 186
## 45 114525.19 8602.4992 230 152
## 46 107297.77 10182.4163 200 136
## 47 111616.33 12238.5305 216 120
## 48 117729.05 12262.0557 295 153
## 49 106241.59 11062.5628 334 195
## 50 130635.36 13944.8806 245 125
## 51 100347.72 9576.9359 369 193
## 52 65007.26 10457.6638 267 128
## 53 127250.01 16095.6284 292 122
## 54 113797.67 11242.6452 294 137
## 55 118415.36 15652.2482 214 109
## 56 89149.28 11821.8568 153 55
## 57 130893.97 15736.3843 101 69
## 58 90446.46 13848.3127 115 55
## 59 99553.95 11326.6219 304 197
## 60 99818.73 14683.4360 404 220
## 61 54654.43 4660.5318 300 179
## 62 102105.02 13625.3356 218 129
## 63 79976.90 6675.5933 248 142
## 64 113433.76 9923.0142 263 140
## 65 126034.59 17123.4993 224 134
## 66 117048.55 12094.0536 230 129
## 67 130381.27 15833.7651 323 126
## 68 37213.81 7900.7565 254 129
## 69 93652.70 15598.0135 388 214
## 70 82664.11 10765.7885 255 106
## 71 90814.21 11616.5752 389 230
## 72 110300.67 12667.4893 337 167
## 73 60992.32 9150.7006 197 105
## 74 129410.80 15784.9610 242 153
## 75 112972.43 9974.0990 190 111
## 76 99037.83 12443.8023 355 172
## 77 158945.93 18562.9606 242 127
## 78 106517.05 9584.1825 215 45
## 79 124254.66 12492.4638 335 139
## 80 78938.33 8418.1547 304 116
## 81 126582.91 14866.0582 160 40
## 82 106322.21 11603.4517 325 157
## 83 132151.03 12465.3302 322 167
## 84 164689.32 15259.5743 258 148
## 85 103088.07 12623.2916 341 200
## 86 148076.85 13358.2211 362 162
## 87 90519.20 11391.2599 303 168
## 88 100274.26 8932.8752 256 134
## 89 91246.46 9513.3261 321 162
## 90 111540.69 15463.3442 380 177
## 91 99233.96 10110.8753 192 112
## 92 89435.52 11014.6705 444 212
## 93 97964.58 15057.1107 275 171
## 94 75636.40 7683.8187 247 171
## 95 100416.32 11206.7983 242 166
## 96 129968.59 11277.0859 360 171
## 97 101955.76 12723.4230 297 196
## 98 125259.59 11622.5649 257 147
## 99 101340.85 10859.0472 199 149
## 100 64297.85 9957.2790 286 161
## 101 72820.77 12984.6065 414 228
## 102 84644.24 10296.7161 247 121
## 103 115661.14 11546.7280 312 164
## 104 132562.05 15063.5032 365 147
## 105 144936.01 16208.9608 164 87
## 106 146377.07 20455.4389 113 97
## 107 87361.21 9299.2170 272 205
## 108 108638.05 13700.9114 226 113
## 109 128212.73 12397.1534 349 177
## 110 146278.90 15689.0815 311 134
## 111 146975.55 13799.8038 183 91
## 112 73771.71 10224.2845 284 154
## 113 120322.51 11299.9075 299 177
## 114 101368.73 11543.8633 340 168
## 115 69011.31 8445.1617 173 128
## 116 125435.86 15762.0553 274 175
## 117 101183.11 13316.9177 304 157
## 118 146690.63 15049.3574 262 138
## 119 136764.52 14263.7635 288 147
## 120 126151.75 14030.3006 262 207
## 121 82850.66 10721.3997 428 227
## 122 137653.28 17178.4019 270 116
## 123 115323.84 12465.8489 197 102
## 124 102592.76 12850.6613 172 126
## 125 118500.52 11163.5794 283 129
## 126 118182.13 13651.6772 274 140
## 127 121883.72 13699.6388 258 114
## 128 108860.50 15705.1493 167 72
## 129 108287.61 13757.5900 279 154
## 130 146255.77 12746.1935 309 170
## 131 113321.90 12167.1180 0 50
## 132 102640.42 11133.1460 376 178
## 133 137052.55 14382.9546 344 159
## 134 127666.15 11730.3911 251 152
## 135 73224.89 8344.7498 305 188
## 136 106753.78 12904.5871 242 128
## 137 106006.39 12649.4715 391 156
## 138 76758.33 8430.4257 89 68
## 139 127009.18 14833.4314 293 144
## 140 95742.15 8821.5974 428 216
## 141 101125.02 17690.1323 287 125
## 142 81507.83 14313.4611 272 106
## 143 62175.05 5765.7649 237 121
## 144 118965.18 11678.8268 294 159
## 145 89286.34 6823.2448 253 145
## 146 96606.47 9562.3996 248 92
## 147 89985.61 9519.7896 391 171
## 148 155781.52 17530.4792 286 124
## 149 106672.40 17083.6260 230 129
## 150 133714.68 14212.3475 344 219
## 151 73241.02 9431.2564 385 169
## 152 110231.33 10692.8455 178 100
## 153 108307.20 13916.1936 176 79
## 154 140373.04 14512.3071 239 134
## 155 84553.09 14270.6061 247 115
## 156 120288.42 10449.9439 287 187
## 157 110481.34 15925.6066 258 139
## 158 116902.74 14045.5139 326 187
## 159 97536.40 6638.4262 240 182
## 160 74329.32 5035.6459 133 91
## 161 122954.02 9970.0938 313 154
## 162 110558.30 10584.1515 224 164
## 163 93715.61 12801.3064 229 141
## 164 129558.34 11990.9151 283 120
## 165 117086.27 14040.4494 289 160
## 166 84770.09 12834.4558 337 225
## 167 135659.75 17360.7007 359 216
## 168 129800.96 12323.5484 212 144
## 169 70589.62 9908.6959 251 127
## 170 71743.21 8019.1696 311 107
## 171 97529.79 12333.6725 376 179
## 172 105010.70 13532.7562 228 89
## 173 112253.25 12899.8201 168 93
## 174 112577.80 13320.0943 181 134
## 175 111572.99 13470.4032 416 236
## 176 126999.34 11440.4662 274 154
## 177 103479.55 8432.9670 376 220
## 178 98090.97 10281.1528 164 91
## 179 104847.46 10663.4044 255 154
## 180 116939.89 9856.1855 354 197
## 181 93928.87 13730.7329 289 152
## 182 115999.14 15320.5701 266 125
## 183 118938.32 9358.6900 262 166
## 184 129282.65 15520.5671 239 170
## 185 117373.36 9878.6099 285 189
## 186 120429.46 17455.2666 388 215
## 187 109106.12 14630.6365 246 125
## 188 96130.10 12080.4770 335 141
## 189 113245.04 11049.6658 285 138
## 190 77551.69 11366.2470 368 171
## 191 93730.19 11750.6833 200 108
## 192 159443.25 15709.8139 221 130
## 193 129081.02 11692.7041 274 154
## 194 136295.11 19486.0577 119 107
## 195 90007.06 10055.6714 217 135
## 196 97479.41 12340.5255 266 112
## 197 124699.13 18140.6821 277 137
## 198 92146.27 14458.3013 190 124
## 199 92697.59 7356.4551 356 190
## 200 97018.97 9042.1438 173 85
## 201 157638.07 18375.3203 271 172
## 202 109029.73 13034.1873 306 164
## 203 135590.21 10752.5852 245 131
## 204 87640.71 14131.7477 203 110
## 205 92352.25 12025.8036 159 59
## 206 105985.75 12899.0650 345 208
## 207 140767.46 10630.9173 237 100
## 208 111384.70 15788.1889 414 230
## 209 78958.78 4772.8629 226 129
## 210 99126.66 10843.4500 205 117
## 211 136786.94 14611.4207 264 131
## 212 94356.92 8275.2235 423 208
## 213 84707.15 10125.5834 250 98
## 214 118010.43 8581.3484 250 108
## 215 122731.54 13757.9728 294 132
## 216 131821.22 15179.2525 315 162
## 217 92011.91 10535.8861 296 169
## 218 137397.84 14362.2441 379 179
## 219 132817.79 17732.4465 332 143
## 220 96104.76 12764.9778 174 53
## 221 122942.71 12911.5105 421 207
## 222 98619.65 11909.0854 312 164
## 223 58403.77 10761.1304 404 159
## 224 108649.17 13346.4115 347 217
## 225 123937.58 13666.2897 222 115
## 226 159611.82 12685.6969 147 72
## 227 127373.95 11527.9896 174 129
## 228 69997.36 8606.6642 311 105
## 229 67724.13 9535.3377 362 160
## 230 105777.60 14712.7224 394 168
## 231 117275.00 13103.0795 226 162
## 232 93552.94 11579.4635 413 210
## 233 130064.36 19525.7607 397 201
## 234 66348.08 5764.1919 124 72
## 235 79782.00 9124.6878 167 47
## 236 86427.44 7215.8688 261 140
## 237 92927.48 13227.1999 198 106
## 238 99504.83 12900.4454 310 169
## 239 94649.94 11289.0067 227 141
## 240 121698.45 13000.9308 293 118
## 241 90632.69 7658.8550 217 149
## 242 95018.85 9667.0770 338 169
## 243 75075.71 7480.0676 179 117
## 244 123409.78 11357.8879 330 190
## 245 107691.32 13339.8413 243 108
## 246 115415.27 12581.3242 205 78
## 247 96742.20 11732.3618 244 138
## 248 111438.88 10779.1349 209 75
## 249 127122.96 15607.3398 291 130
## 250 100091.86 13794.9933 398 193
## 251 73226.22 11438.1582 397 198
## 252 104759.18 14273.7833 292 179
## 253 109408.47 12557.8325 290 189
## 254 117602.81 16213.3518 344 203
## 255 63088.28 6689.5421 328 184
## 256 120194.03 14590.4488 340 173
## 257 88132.67 10781.1198 285 146
## 258 84729.63 9339.6096 257 140
## 259 91048.99 14724.6343 229 159
## 260 127819.39 15856.8301 251 159
## 261 139564.04 13226.3149 371 196
## 262 107978.13 11116.2216 255 162
## 263 119165.82 11741.6030 295 171
## 264 122214.43 10940.5932 302 192
## 265 68799.46 8055.6855 251 141
## 266 111085.94 11979.3034 367 150
## 267 100742.04 5982.8586 213 100
## 268 68974.47 6583.5654 287 163
## 269 93006.64 6286.4476 284 124
## 270 106543.99 14509.6782 293 162
## 271 108273.25 17325.8456 237 109
## 272 142815.62 12370.9214 271 114
## 273 103525.08 11352.7504 193 88
## 274 106559.11 15715.4011 377 198
## 275 82172.51 10779.5972 267 152
## 276 114414.12 12931.8997 296 143
## 277 127546.81 11099.3904 465 215
## 278 108967.14 14214.3389 324 126
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## 282 157263.91 18034.7709 217 99
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## 284 70949.56 6449.5051 241 131
## 285 124442.14 11992.6242 195 149
## 286 74566.63 8975.2847 291 172
## 287 105784.35 14499.8267 200 124
## 288 126271.04 9763.8487 361 201
## 289 110364.12 13330.9282 236 64
## 290 108123.52 8355.6535 247 139
## 291 132664.30 12398.6791 310 188
## 292 122046.99 14858.2169 358 198
## 293 83196.70 10283.1870 308 187
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## 300 47830.97 9999.3418 122 41
## 301 75916.80 6338.5484 177 69
## 302 96423.40 9937.2828 342 154
## 303 155378.27 18149.1864 305 146
## 304 90189.18 12404.9943 321 121
## 305 104125.06 10954.0009 340 186
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## 307 130211.47 9425.6839 144 44
## 308 147865.96 13790.9704 316 184
## 309 55479.15 7571.6393 354 204
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## 335 116349.71 15720.6630 285 127
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## 338 86198.21 10370.7557 275 150
## 339 102674.43 11472.0181 329 164
## 340 92833.44 9817.4045 214 122
## 341 86873.65 10660.8523 499 232
## 342 72119.23 12056.4242 253 100
## 343 83271.69 10551.5171 233 92
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## 389 99536.40 12731.5180 330 185
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## 391 123433.79 10402.2428 387 193
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## 393 88878.77 13275.1813 279 148
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## 404 114919.46 9489.7098 244 101
## 405 118837.18 14648.0799 269 167
## 406 98483.56 11147.0721 389 169
## 407 119496.83 12088.2666 319 144
## 408 135823.55 12047.0783 279 181
## 409 83442.30 12865.4539 202 106
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## 411 95583.10 10854.9676 241 149
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## 1677 56399.65 10983.3509 286 149
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## 1680 118103.03 13235.2999 292 157
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## 1711 131721.45 11447.3257 269 157
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## 1731 124318.69 16263.1017 275 167
## 1732 135230.63 18223.5765 254 192
## 1733 121406.68 15449.9899 275 179
## 1734 136631.61 12912.8810 174 93
## 1735 109531.37 9415.5559 258 187
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## 1739 120197.15 14351.8314 298 166
## 1740 90126.15 12625.4392 234 125
## 1741 82474.31 9748.8066 212 139
## 1742 85159.92 11045.2126 206 143
## 1743 104321.05 12609.9551 269 154
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## 1747 109722.86 13003.7312 241 144
## 1748 148361.14 15099.7110 141 46
## 1749 130898.26 16793.0510 347 160
## 1750 110236.32 12877.3715 397 216
## 1751 102966.79 9093.2666 228 86
## 1752 114844.74 13896.4332 335 171
## 1753 84985.93 7093.0032 172 72
## 1754 132975.10 15262.5824 387 158
## 1755 75021.30 7276.9687 372 191
## 1756 136587.20 13376.8708 196 107
## 1757 98517.63 10686.1269 211 88
## 1758 106663.65 13377.8583 254 96
## 1759 94503.29 13078.9037 279 151
## 1760 117001.95 14927.1711 264 154
## 1761 125206.33 13048.8490 295 137
## 1762 102105.11 12150.1392 340 196
## 1763 136980.56 13332.5373 184 106
## 1764 120162.32 14534.9004 466 194
## 1765 95692.81 9307.1902 293 136
## 1766 104882.64 10146.2807 319 141
## 1767 89297.27 13956.1556 367 212
## 1768 113616.46 9193.6973 305 160
## 1769 92400.75 9135.4259 183 94
## 1770 107522.70 9252.1073 253 157
## 1771 134348.71 16656.6199 257 113
## 1772 55489.01 5025.3753 254 132
## 1773 136026.14 18508.8056 190 92
## 1774 69611.67 10622.5859 197 101
## 1775 98564.38 9176.8908 294 162
## 1776 122910.88 17921.2181 160 75
## 1777 142367.47 17555.1953 213 120
## 1778 121359.51 13097.6511 222 166
## 1779 136490.11 14337.8071 366 189
## 1780 101464.42 12283.8555 293 157
## 1781 95081.48 9251.0260 259 128
## 1782 138424.52 14934.1448 217 85
## 1783 92202.91 11182.6581 267 144
## 1784 79110.97 6735.6667 287 136
## 1785 97222.11 15204.0028 307 152
## 1786 112765.92 12793.6909 191 128
## 1787 68573.07 4441.4856 245 104
## 1788 113051.43 10085.9677 288 127
## 1789 92732.84 10892.9884 123 68
## 1790 97264.81 11301.5892 279 198
## 1791 103615.26 11821.7874 238 157
## 1792 75035.17 9575.0084 224 153
## 1793 121868.07 10715.4821 269 163
## 1794 112462.74 12748.7923 298 165
## 1795 139495.82 16015.7129 286 159
## 1796 110467.66 9325.1497 206 77
## 1797 97505.51 9648.9039 292 156
## 1798 126056.50 17413.0711 341 148
## 1799 147855.84 15542.3299 235 128
## 1800 101775.70 10927.6884 136 83
## 1801 136877.65 19700.7854 333 179
## 1802 105990.33 12915.3837 152 70
## 1803 109175.69 13576.4639 340 170
## 1804 130750.95 15800.1867 334 141
## 1805 148861.87 14583.8631 233 145
## 1806 104538.15 11610.1644 245 119
## 1807 125678.53 10402.6554 191 107
## 1808 136623.09 12545.8375 381 168
## 1809 98669.85 12899.3662 289 160
## 1810 83401.54 9311.6186 458 226
## 1811 126011.81 16307.9876 328 200
## 1812 68934.22 8572.7665 222 100
## 1813 138496.56 15862.9088 366 176
## 1814 106691.60 14815.7713 251 103
## 1815 126129.52 14731.7197 364 166
## 1816 86902.30 9882.0156 420 215
## 1817 81851.38 12660.4038 323 165
## 1818 81107.11 7897.8843 232 145
## 1819 107523.62 11571.6697 223 149
## 1820 71121.18 11839.6867 310 177
## 1821 111869.07 14058.9658 246 169
## 1822 77778.91 9460.5811 266 144
## 1823 111773.07 12268.0995 252 99
## 1824 101329.41 11995.4643 284 123
## 1825 96629.96 11411.7353 93 85
## 1826 103092.14 10889.3833 398 214
## 1827 93401.12 12536.0177 378 218
## 1828 113800.65 9277.2592 358 191
## 1829 116309.76 12503.0699 247 123
## 1830 102779.03 15347.6912 331 167
## 1831 155412.09 14682.3180 221 115
## 1832 92481.65 9358.7093 378 171
## 1833 31931.05 6124.8004 334 171
## 1834 122388.08 14581.6950 293 144
## 1835 74288.45 11266.8623 220 92
## 1836 143376.16 15135.0365 366 243
## 1837 74212.09 7289.4363 279 161
## 1838 66260.86 11717.0775 302 144
## 1839 112237.70 13383.1597 312 134
## 1840 120340.24 11001.1447 171 103
## 1841 110269.43 16398.1234 165 129
## 1842 143225.12 15011.0747 240 170
## 1843 120199.09 13888.6185 287 154
## 1844 72917.64 10960.4690 466 225
## 1845 124127.83 12411.9427 97 106
## 1846 120420.20 13610.0501 403 214
## 1847 86969.74 10139.0963 231 148
## 1848 140536.55 15408.3744 301 188
## 1849 120271.07 10577.6182 398 183
## 1850 100514.07 10751.9001 294 182
## 1851 133417.86 15421.9998 342 97
## 1852 111616.94 7716.0559 479 228
## 1853 105535.97 10502.6429 256 133
## 1854 111956.27 12109.1772 333 212
## 1855 144654.72 12752.9843 311 150
## 1856 107467.00 8676.4154 355 164
## 1857 95190.68 11460.2771 332 173
## 1858 124986.51 11881.7333 255 153
## 1859 106590.96 10841.2550 251 92
## 1860 78424.20 9805.3693 207 138
## 1861 128687.98 17809.8424 252 174
## 1862 105916.71 14517.7078 375 190
## 1863 98705.78 5974.9064 198 93
## 1864 105687.83 12344.5239 256 127
## 1865 124505.23 12430.1690 271 164
## 1866 86389.25 12572.7923 241 148
## 1867 86819.61 12151.5209 254 128
## 1868 102556.32 10880.1525 282 157
## 1869 121178.75 13689.2333 412 206
## 1870 125605.89 12465.6725 135 92
## 1871 89709.90 12686.9160 333 169
## 1872 148122.96 17100.1191 235 153
## 1873 120033.05 13990.0472 165 117
## 1874 122974.16 11798.2243 393 162
## 1875 128623.97 15993.9014 340 221
## 1876 83261.06 9685.4719 205 127
## 1877 73361.54 8200.5739 295 142
## 1878 101579.09 10970.7694 247 124
## 1879 102114.80 11013.6394 348 194
## 1880 130941.04 15675.4711 325 189
## 1881 99862.29 11417.3946 400 210
## 1882 115924.99 9857.3220 245 138
## 1883 122889.13 13989.6946 387 257
## 1884 90929.09 12358.1296 199 96
## 1885 120620.25 17171.7199 79 80
## 1886 112259.69 12325.6548 167 110
## 1887 135209.32 16646.8143 377 155
## 1888 105240.69 10827.8448 390 212
## 1889 74105.19 4250.8652 286 159
## 1890 120339.41 15873.8155 391 189
## 1891 76828.51 8379.5744 302 167
## 1892 115356.30 9744.2139 170 43
## 1893 118600.79 12003.3449 416 208
## 1894 116817.62 16345.0333 312 136
## 1895 112681.83 9046.4132 288 151
## 1896 68218.98 14190.6549 284 172
## 1897 55733.95 5679.1957 301 201
## 1898 81392.99 9038.4117 319 173
## 1899 89170.39 12136.8070 237 108
## 1900 63611.81 7052.5458 241 104
## 1901 121613.10 12124.3306 322 168
## 1902 112297.41 13265.2977 283 115
## 1903 83226.25 8778.9247 362 164
## 1904 125789.41 11131.7508 306 143
## 1905 116962.59 12612.8443 384 217
## 1906 87836.85 9400.2141 289 189
## 1907 52444.44 7460.8480 364 249
## 1908 110365.87 12674.2452 406 185
## 1909 122374.02 11747.7622 282 152
## 1910 120534.12 15845.5686 352 184
## 1911 121190.30 13056.9369 280 130
## 1912 80121.62 11585.4630 363 169
## 1913 82343.40 11580.7432 270 192
## 1914 91213.43 12966.0547 343 144
## 1915 114456.01 14250.2638 274 94
## 1916 76428.74 9616.9930 309 129
## 1917 81848.77 8678.2308 346 185
## 1918 110493.84 11764.9716 224 137
## 1919 97937.26 14411.8251 305 152
## 1920 76722.12 5685.9353 330 136
## 1921 108885.21 10581.0306 336 157
## 1922 86300.46 13273.2323 267 160
## 1923 100655.59 7331.6460 236 94
## 1924 76625.57 11630.7290 281 116
## 1925 79485.71 9357.8500 182 48
## 1926 123828.11 17958.6034 308 166
## 1927 105419.30 12387.4164 253 117
## 1928 81251.44 8934.8423 255 123
## 1929 89552.94 11979.4797 434 212
## 1930 85664.38 11862.6403 325 169
## 1931 81716.61 9700.6048 262 117
## 1932 122498.39 17362.2245 325 99
## 1933 106873.23 12232.1918 290 162
## 1934 137375.24 14193.7702 282 126
## 1935 89909.42 15667.0431 469 226
## 1936 125384.36 12119.4147 277 110
## 1937 83481.94 9806.6564 284 153
## 1938 141473.74 14682.8170 347 161
## 1939 113665.43 10789.2777 286 150
## 1940 128440.76 15756.4256 197 101
## 1941 102503.29 12541.2292 205 111
## 1942 98494.80 14972.7274 358 169
## 1943 106034.68 14548.2166 226 155
## 1944 93442.59 13769.4544 246 129
## 1945 105106.44 9327.3790 222 150
## 1946 95270.51 12191.2709 457 239
## 1947 113149.08 10825.6246 390 179
## 1948 82888.49 9345.0972 187 106
## 1949 90688.72 11577.3049 250 112
## 1950 120052.23 11506.7007 225 163
## 1951 109235.21 13389.4400 224 147
## 1952 71414.70 9900.5076 256 133
## 1953 123025.04 13514.5425 171 113
## 1954 87951.15 11938.0133 313 213
## 1955 123117.65 18464.5825 302 171
## 1956 72203.67 9466.7583 269 127
## 1957 95118.21 10373.5765 314 175
## 1958 124374.23 16036.1006 333 139
## 1959 122261.70 14528.9985 255 132
## 1960 123484.58 14415.5240 333 193
## 1961 140075.32 13691.7020 373 154
## 1962 90917.80 11120.9409 270 151
## 1963 89583.34 10835.1959 155 73
## 1964 88164.37 9702.7657 317 163
## 1965 130339.02 12127.1968 453 185
## 1966 87730.88 9193.2085 206 110
## 1967 148385.26 15720.0623 330 163
## 1968 110599.99 12878.2212 350 187
## 1969 54848.85 8477.6591 238 174
## 1970 109968.26 15717.5576 304 170
## 1971 119986.26 9047.3697 289 147
## 1972 115194.38 10808.3383 360 179
## 1973 134564.16 15725.0470 246 106
## 1974 91469.03 8905.4973 308 131
## 1975 77241.52 4939.0617 353 168
## 1976 112149.75 13965.9803 193 66
## 1977 128317.46 12408.9685 320 173
## 1978 139799.42 17709.0243 290 171
## 1979 111093.84 12104.5633 117 44
## 1980 88144.81 11280.9256 250 118
## 1981 139747.81 17109.4755 202 104
## 1982 100809.91 14242.9785 406 211
## 1983 100200.65 9424.1650 278 126
## 1984 106159.74 10753.4878 260 136
## 1985 92204.53 10770.0640 287 126
## 1986 93981.54 10972.1080 202 146
## 1987 120405.66 13887.1208 175 91
## 1988 133758.40 15549.7655 349 167
## 1989 101753.61 8153.3163 248 135
## 1990 124847.33 15495.3651 236 139
## 1991 96344.39 10236.3569 158 120
## 1992 101825.61 9597.8536 411 179
## 1993 145478.83 17629.8450 425 200
## 1994 102565.30 12454.2820 278 124
## 1995 75350.73 5980.0477 244 143
## 1996 66537.49 9341.5638 125 79
## 1997 98365.16 11796.3673 335 209
## 1998 101368.27 10046.1600 403 174
## 1999 137336.45 14318.5494 382 177
## 2000 73822.65 7778.6146 284 139
## 2001 119125.64 13353.7347 277 127
## 2002 138195.82 15531.2275 204 120
## 2003 152267.72 17345.1314 194 129
## 2004 117500.09 17437.4564 265 145
## 2005 114238.14 12914.1798 288 139
## 2006 98506.07 12153.1144 217 108
## 2007 88315.79 12169.9430 212 121
## 2008 98298.12 15542.9620 374 182
## 2009 85234.17 9271.5751 288 173
## 2010 91793.03 8133.0868 250 123
## 2011 94719.60 9321.2238 324 160
## 2012 123175.23 14227.4202 353 165
## 2013 125637.92 13261.4901 364 176
## 2014 79223.06 8906.5914 511 233
## 2015 81467.17 8219.7310 260 171
## 2016 116786.00 12040.3546 345 196
## 2017 41069.30 3174.8918 316 104
## 2018 85558.66 5932.3174 255 133
## 2019 152689.34 15061.9792 251 136
## 2020 166489.99 16427.4304 237 119
## 2021 107917.96 13020.1797 273 137
## 2022 161942.69 17161.0209 300 170
## 2023 119814.16 13202.6089 202 77
## 2024 112498.10 10155.3034 335 159
## 2025 83616.63 9311.4725 422 213
## 2026 114920.16 13579.6649 434 202
## 2027 102315.54 10366.8952 299 150
## 2028 123522.07 9988.9119 197 125
## 2029 137285.43 17391.5957 406 167
## 2030 78820.31 9891.1013 347 161
## 2031 99506.96 13976.3611 256 145
## 2032 127085.96 14424.7264 359 147
## 2033 57075.99 7757.8638 272 125
## 2034 114148.92 12310.6078 295 143
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## 4494 88807.97 12972.7245 273 106
## 4495 110160.58 15475.5684 321 134
## 4496 119824.20 14740.6178 257 103
## 4497 102669.00 13375.8640 360 163
## 4498 117596.64 9844.7449 256 92
## 4499 139041.97 15787.6974 464 225
## 4500 85959.38 12027.0414 259 140
## 4501 85219.54 9354.8833 240 102
## 4502 103015.45 9555.3681 231 145
## 4503 124025.06 12952.8561 160 88
## 4504 138907.92 17896.8269 314 151
## 4505 127787.06 11031.7814 329 156
## 4506 155091.06 17495.9246 317 133
## 4507 100225.33 11151.6317 343 187
## 4508 123605.02 13361.8161 276 130
## 4509 112663.64 11816.1192 279 179
## 4510 100231.87 12892.2661 349 188
## 4511 128289.30 12792.0277 310 179
## 4512 111201.82 13145.4498 196 101
## 4513 107666.13 8458.3665 243 115
## 4514 101032.99 11712.8680 352 216
## 4515 88285.23 12811.6530 189 122
## 4516 117230.99 15972.7037 254 127
## 4517 132046.05 14354.9482 258 128
## 4518 121091.28 12245.3992 317 180
## 4519 155628.94 16660.5704 194 103
## 4520 95517.02 12889.3379 472 213
## 4521 74881.77 4885.5509 324 214
## 4522 150371.45 17569.7198 241 136
## 4523 87217.21 11265.4252 292 182
## 4524 72723.55 5968.0921 388 144
## 4525 92438.94 14997.4332 176 64
## 4526 116673.78 14941.5495 223 92
## 4527 105246.48 12251.6097 235 104
## 4528 89324.74 12812.2733 235 123
## 4529 85923.45 12916.1310 369 196
## 4530 125756.12 14945.3825 265 159
## 4531 74959.74 11902.9361 203 152
## 4532 124942.28 15181.5415 318 168
## 4533 78126.44 12042.8252 232 130
## 4534 141066.73 14015.0623 218 116
## 4535 120245.96 10314.1335 357 162
## 4536 107817.87 16345.4267 336 177
## 4537 86353.62 8135.8745 351 166
## 4538 102037.50 9802.9362 322 139
## 4539 134553.99 14218.9460 275 124
## 4540 84680.90 9254.9616 323 142
## 4541 114058.87 12270.9913 112 61
## 4542 83170.33 9600.0040 240 79
## 4543 54760.55 4917.7021 211 92
## 4544 101380.53 15527.3664 342 176
## 4545 88854.37 8901.0522 191 109
## 4546 100779.15 14490.8524 202 47
## 4547 139584.91 14686.8711 437 201
## 4548 108710.43 12249.6251 286 151
## 4549 74065.95 10303.2390 197 147
## 4550 77910.41 9073.8433 224 119
## 4551 101415.18 7641.5590 286 156
## 4552 122982.75 12581.2265 207 82
## 4553 132771.87 15448.2650 307 127
## 4554 82574.31 8305.1009 136 58
## 4555 112557.77 15736.8044 329 167
## 4556 122957.65 15239.1101 358 176
## 4557 117202.42 13367.6180 179 82
## 4558 136962.91 20981.8460 517 279
## 4559 76948.88 12657.7447 248 133
## 4560 115734.77 15065.0487 265 148
## 4561 128056.87 15510.2413 273 160
## 4562 92118.45 10887.4175 399 174
## 4563 80379.66 10227.6909 266 165
## 4564 121330.99 11794.2917 325 168
## 4565 107808.58 9307.1463 234 130
## 4566 77781.49 10574.1807 242 151
## 4567 82156.46 7126.2062 129 44
## 4568 115547.17 12231.7763 275 145
## 4569 108869.12 16477.8352 306 124
## 4570 80298.29 6875.4763 256 136
## 4571 70421.83 6303.7059 215 133
## 4572 127015.05 16566.5564 257 139
## 4573 114854.25 15090.0863 358 185
## 4574 135208.10 12403.9058 249 150
## 4575 121711.21 13406.1638 277 153
## 4576 113657.58 10770.7047 311 188
## 4577 99326.79 12911.0984 259 152
## 4578 141546.57 18022.7774 211 149
## 4579 72296.19 10463.0835 299 140
## 4580 110492.45 13147.5971 388 189
## 4581 106475.42 15028.2050 334 176
## 4582 107153.27 12709.9659 309 150
## 4583 129783.20 18686.0908 246 109
## 4584 130491.69 13812.5350 271 165
## 4585 104216.78 11740.4236 219 136
## 4586 112978.14 12030.5037 241 140
## 4587 78191.81 9228.8174 163 87
## 4588 74675.73 12387.0508 266 123
## 4589 122350.93 13568.5134 199 121
## 4590 90316.45 9777.4156 350 180
## 4591 117418.91 11519.5461 261 112
## 4592 109624.29 14187.2984 298 152
## 4593 97284.62 9960.3447 356 148
## 4594 111041.08 13424.7628 167 123
## 4595 100756.51 9780.0678 409 199
## 4596 90075.74 11354.0977 202 116
## 4597 143236.91 15694.5579 144 57
## 4598 138172.77 15655.9004 398 177
## 4599 86466.18 8712.0337 224 121
## 4600 100310.45 5676.8210 300 197
## 4601 81840.61 8817.2990 263 147
## 4602 136075.15 14527.2580 284 160
## 4603 121948.93 12849.1809 333 160
## 4604 140447.54 14260.1972 276 155
## 4605 105323.24 11078.1087 253 138
## 4606 76161.74 7212.2352 311 160
## 4607 84028.33 9883.8472 259 153
## 4608 75305.30 10058.4463 248 183
## 4609 142194.11 17115.0036 321 153
## 4610 130529.69 14159.2059 301 168
## 4611 115028.73 17719.2750 295 135
## 4612 79936.40 14121.7674 259 122
## 4613 119707.63 14725.7958 212 101
## 4614 95377.92 9214.4807 241 120
## 4615 68516.91 6594.7456 136 88
## 4616 109968.37 10103.8540 298 206
## 4617 122803.91 12473.0836 327 187
## 4618 91590.47 8878.1514 266 127
## 4619 73359.41 7916.9313 332 195
## 4620 84300.83 14979.9463 410 217
## 4621 104936.35 13074.5287 245 124
## 4622 79658.14 9752.2609 305 157
## 4623 50158.44 12044.4913 328 168
## 4624 117610.65 13442.8068 337 152
## 4625 100098.40 11246.3453 171 120
## 4626 83862.70 10150.6537 251 156
## 4627 97710.29 12909.5574 232 117
## 4628 109981.12 8038.5506 349 162
## 4629 117727.66 12222.7550 188 99
## 4630 116219.00 12706.4222 195 112
## 4631 110276.79 12580.2079 222 114
## 4632 120574.41 13933.3821 377 207
## 4633 48468.66 9430.2689 243 137
## 4634 103306.78 14485.8494 188 118
## 4635 92948.56 8080.7331 172 93
## 4636 156784.80 16063.7317 260 176
## 4637 99593.71 13884.2882 195 102
## 4638 74656.96 9606.4981 255 116
## 4639 82932.81 9394.9767 258 103
## 4640 67069.19 5508.5461 349 182
## 4641 126994.22 11844.0276 363 178
## 4642 116130.73 8916.0668 141 92
## 4643 95268.62 9665.4072 164 119
## 4644 107311.23 13617.8295 260 163
## 4645 84804.48 12297.5531 467 179
## 4646 78201.14 10056.6200 258 167
## 4647 127348.72 13824.2161 418 235
## 4648 71078.84 12088.6754 276 150
## 4649 130821.24 13569.6326 213 143
## 4650 99733.56 12611.4160 345 170
## 4651 117828.97 12403.0812 343 157
## 4652 107330.42 16432.7554 316 183
## 4653 109320.66 12153.0071 341 185
## 4654 136367.37 14525.5663 398 192
## 4655 77307.26 6955.4046 314 127
## 4656 94521.89 11185.8772 210 100
## 4657 115398.42 11594.5144 193 145
## 4658 79794.41 9135.3187 304 169
## 4659 81483.50 10418.1951 310 172
## 4660 120930.89 15080.6125 363 178
## 4661 142587.91 12778.0483 286 137
## 4662 104222.39 11730.8487 311 135
## 4663 131871.64 18643.4592 230 128
## 4664 142721.61 16775.2540 255 128
## 4665 118858.87 15839.8369 356 181
## 4666 121919.33 17257.5190 407 182
## 4667 113029.79 13867.8477 247 76
## 4668 133672.67 14400.4887 214 112
## 4669 105847.91 12713.2938 233 121
## 4670 86217.87 9245.3178 251 155
## 4671 123823.74 14788.5142 343 163
## 4672 117749.91 11399.5403 157 114
## 4673 109865.10 9925.9524 442 257
## 4674 123844.77 15103.5012 200 98
## 4675 53833.33 4840.7596 119 64
## 4676 113085.08 16612.6525 332 169
## 4677 85723.79 10683.6516 113 53
## 4678 85254.71 11275.0109 198 147
## 4679 87359.36 13025.5229 182 73
## 4680 65734.47 5897.7307 327 143
## 4681 93981.32 10856.0783 251 143
## 4682 131041.13 19010.3278 240 133
## 4683 140032.48 16851.1349 267 141
## 4684 150399.21 17749.3492 394 168
## 4685 92056.81 11035.5051 256 113
## 4686 48747.47 7455.3979 328 178
## 4687 78823.65 11829.9945 371 143
## 4688 73146.69 8352.1795 246 70
## 4689 66419.88 10046.4909 278 137
## 4690 124169.85 15452.6530 289 165
## 4691 143163.94 14227.3811 228 164
## 4692 123239.27 13080.3144 244 131
## 4693 107226.71 14254.0036 296 126
## 4694 99235.78 12250.0471 380 159
## 4695 94470.15 11559.1793 222 161
## 4696 89660.58 13342.7686 405 173
## 4697 121820.53 14844.6384 187 101
## 4698 122155.60 11648.2838 259 101
## 4699 90281.84 13825.0719 332 186
## 4700 76865.62 8476.1416 383 189
## 4701 115240.13 12257.1069 370 182
## 4702 138901.90 19187.0863 311 202
## 4703 133926.27 18070.8510 261 148
## 4704 95384.50 12415.8588 377 160
## 4705 80531.94 9817.1334 390 197
## 4706 114757.31 13267.7561 179 84
## 4707 124114.41 14053.0867 152 131
## 4708 108203.79 13522.6635 395 222
## 4709 133618.64 12867.5414 348 179
## 4710 156253.57 18774.5792 288 201
## 4711 82937.18 8218.5501 196 98
## 4712 92237.02 15308.5486 349 189
## 4713 115221.25 14545.0584 387 192
## 4714 115335.44 13685.7079 184 118
## 4715 112763.57 16769.4591 160 74
## 4716 161567.96 13086.5097 290 141
## 4717 128394.35 11452.7825 322 168
## 4718 75740.85 8189.0988 114 42
## 4719 136340.98 16613.3086 253 150
## 4720 122621.34 12374.0553 229 184
## 4721 105973.25 9879.4561 341 146
## 4722 93056.00 7243.2164 192 96
## 4723 131789.73 13568.4658 368 195
## 4724 87707.61 9838.0650 366 161
## 4725 99228.19 10730.7764 230 132
## 4726 118959.08 16334.2853 244 150
## 4727 124549.15 10984.2686 230 125
## 4728 101846.26 9798.0135 393 166
## 4729 119007.14 13505.8995 326 198
## 4730 120565.76 11948.3616 300 149
## 4731 79671.90 10416.7122 310 122
## 4732 124559.52 14085.5823 377 180
## 4733 112968.57 12760.0974 182 78
## 4734 113461.61 13853.4109 311 166
## 4735 136435.93 14295.1982 265 130
## 4736 76974.63 12434.1192 159 92
## 4737 131307.64 12305.4273 349 194
## 4738 86504.37 15412.4087 285 147
## 4739 93297.71 8653.3483 395 183
## 4740 91457.83 13264.4874 398 164
## 4741 68905.76 6546.5861 247 149
## 4742 67338.75 9834.5893 224 110
## 4743 164115.17 19042.3163 248 99
## 4744 145099.65 14630.0292 246 102
## 4745 95344.61 9239.3675 328 223
## 4746 160195.85 18725.4573 320 140
## 4747 123764.81 10844.0215 363 177
## 4748 84268.20 12732.6869 354 147
## 4749 130807.58 13919.5807 253 131
## 4750 117708.40 13589.8195 418 225
## 4751 93127.87 9052.4052 385 158
## 4752 86620.83 11391.3219 398 215
## 4753 97584.30 14079.6470 144 65
## 4754 79255.04 9250.4968 343 174
## 4755 121244.11 12828.1735 130 44
## 4756 113815.04 13156.8105 346 202
## 4757 128515.70 11921.1242 286 140
## 4758 89002.25 7438.3871 160 107
## 4759 110382.38 15554.7786 278 107
## 4760 105617.75 15116.0407 282 122
## 4761 103652.32 11860.6158 250 117
## credit_card_age num_acc_30d_past_due_12_months
## 1 264 0
## 2 288 0
## 3 343 0
## 4 278 0
## 5 251 0
## 6 269 0
## 7 328 0
## 8 306 0
## 9 358 0
## 10 342 0
## 11 333 0
## 12 208 0
## 13 277 0
## 14 374 0
## 15 323 0
## 16 265 0
## 17 335 0
## 18 244 0
## 19 410 0
## 20 273 0
## 21 184 0
## 22 287 0
## 23 243 0
## 24 242 0
## 25 290 0
## 26 251 1
## 27 280 0
## 28 279 0
## 29 262 0
## 30 365 1
## 31 227 0
## 32 260 0
## 33 246 0
## 34 224 0
## 35 304 0
## 36 288 0
## 37 271 1
## 38 327 0
## 39 315 0
## 40 461 0
## 41 285 1
## 42 245 0
## 43 351 0
## 44 338 0
## 45 248 0
## 46 240 0
## 47 200 0
## 48 288 2
## 49 365 0
## 50 224 0
## 51 324 0
## 52 247 0
## 53 292 0
## 54 296 0
## 55 212 0
## 56 159 0
## 57 184 0
## 58 199 0
## 59 266 0
## 60 371 0
## 61 258 0
## 62 235 0
## 63 245 0
## 64 270 0
## 65 216 0
## 66 242 0
## 67 348 0
## 68 279 0
## 69 336 0
## 70 284 0
## 71 362 0
## 72 264 0
## 73 179 2
## 74 245 0
## 75 180 0
## 76 358 0
## 77 291 0
## 78 191 0
## 79 391 0
## 80 335 0
## 81 157 1
## 82 282 0
## 83 286 0
## 84 209 0
## 85 381 0
## 86 296 0
## 87 344 0
## 88 284 0
## 89 351 0
## 90 378 1
## 91 254 0
## 92 444 0
## 93 309 0
## 94 333 2
## 95 187 1
## 96 382 0
## 97 262 0
## 98 222 0
## 99 211 0
## 100 293 0
## 101 342 1
## 102 242 0
## 103 251 0
## 104 358 0
## 105 204 0
## 106 186 0
## 107 256 0
## 108 246 0
## 109 319 1
## 110 274 0
## 111 213 0
## 112 305 0
## 113 248 0
## 114 310 0
## 115 182 1
## 116 238 0
## 117 327 0
## 118 285 5
## 119 318 0
## 120 261 0
## 121 361 0
## 122 243 0
## 123 205 0
## 124 206 1
## 125 331 0
## 126 267 0
## 127 241 1
## 128 184 0
## 129 259 0
## 130 265 0
## 131 0 0
## 132 342 0
## 133 332 2
## 134 242 0
## 135 364 0
## 136 259 0
## 137 368 0
## 138 195 0
## 139 284 0
## 140 362 0
## 141 365 0
## 142 208 1
## 143 278 0
## 144 266 0
## 145 258 0
## 146 274 0
## 147 352 1
## 148 268 0
## 149 290 0
## 150 303 1
## 151 307 3
## 152 229 0
## 153 230 0
## 154 280 0
## 155 256 0
## 156 279 0
## 157 297 0
## 158 269 0
## 159 207 0
## 160 230 0
## 161 321 0
## 162 254 0
## 163 233 0
## 164 255 0
## 165 303 0
## 166 305 0
## 167 330 0
## 168 207 0
## 169 250 0
## 170 299 0
## 171 380 0
## 172 230 0
## 173 197 0
## 174 216 0
## 175 401 0
## 176 245 0
## 177 264 0
## 178 194 0
## 179 250 0
## 180 380 0
## 181 300 0
## 182 304 0
## 183 260 0
## 184 270 0
## 185 277 0
## 186 336 0
## 187 255 2
## 188 276 0
## 189 338 0
## 190 331 0
## 191 242 0
## 192 240 0
## 193 273 0
## 194 210 0
## 195 268 0
## 196 301 0
## 197 264 0
## 198 194 0
## 199 327 0
## 200 214 0
## 201 333 1
## 202 201 0
## 203 224 2
## 204 228 0
## 205 239 0
## 206 397 0
## 207 277 0
## 208 423 0
## 209 237 0
## 210 241 0
## 211 231 0
## 212 472 0
## 213 272 0
## 214 203 1
## 215 306 0
## 216 315 0
## 217 288 0
## 218 306 0
## 219 333 0
## 220 205 0
## 221 411 0
## 222 324 1
## 223 386 0
## 224 332 0
## 225 266 0
## 226 198 1
## 227 175 0
## 228 277 0
## 229 330 0
## 230 347 0
## 231 254 0
## 232 419 0
## 233 419 0
## 234 138 1
## 235 270 0
## 236 357 0
## 237 195 0
## 238 270 0
## 239 212 0
## 240 272 0
## 241 234 0
## 242 376 0
## 243 230 0
## 244 366 0
## 245 264 0
## 246 160 0
## 247 237 0
## 248 262 0
## 249 239 0
## 250 400 0
## 251 350 0
## 252 295 0
## 253 297 1
## 254 359 0
## 255 339 0
## 256 277 0
## 257 248 1
## 258 305 1
## 259 270 0
## 260 356 0
## 261 360 0
## 262 269 0
## 263 254 0
## 264 351 0
## 265 265 0
## 266 375 1
## 267 262 0
## 268 293 0
## 269 294 0
## 270 280 0
## 271 206 0
## 272 297 0
## 273 218 0
## 274 382 0
## 275 261 0
## 276 310 0
## 277 419 0
## 278 386 0
## 279 253 0
## 280 270 0
## 281 320 0
## 282 247 0
## 283 177 0
## 284 271 1
## 285 233 0
## 286 209 1
## 287 205 0
## 288 328 0
## 289 271 1
## 290 246 0
## 291 331 0
## 292 335 0
## 293 290 0
## 294 328 0
## 295 125 0
## 296 335 0
## 297 142 0
## 298 339 0
## 299 242 0
## 300 236 0
## 301 174 1
## 302 296 0
## 303 349 0
## 304 319 0
## 305 355 0
## 306 242 0
## 307 157 0
## 308 314 0
## 309 393 0
## 310 230 0
## 311 259 0
## 312 268 2
## 313 379 2
## 314 310 0
## 315 242 1
## 316 307 0
## 317 368 0
## 318 185 1
## 319 346 0
## 320 271 0
## 321 281 0
## 322 242 0
## 323 275 1
## 324 297 1
## 325 396 1
## 326 361 0
## 327 260 0
## 328 296 0
## 329 218 0
## 330 289 0
## 331 262 0
## 332 364 0
## 333 314 0
## 334 185 0
## 335 282 0
## 336 261 0
## 337 280 0
## 338 272 0
## 339 342 0
## 340 216 0
## 341 454 0
## 342 329 0
## 343 265 0
## 344 322 0
## 345 232 0
## 346 421 0
## 347 316 1
## 348 268 0
## 349 334 0
## 350 321 0
## 351 303 0
## 352 330 2
## 353 203 1
## 354 349 0
## 355 262 1
## 356 284 0
## 357 120 0
## 358 258 0
## 359 272 0
## 360 415 0
## 361 228 0
## 362 328 0
## 363 186 0
## 364 222 0
## 365 214 0
## 366 251 0
## 367 266 0
## 368 181 0
## 369 250 0
## 370 359 0
## 371 195 0
## 372 219 1
## 373 152 0
## 374 349 2
## 375 442 0
## 376 254 0
## 377 329 0
## 378 257 0
## 379 358 0
## 380 195 0
## 381 210 0
## 382 329 0
## 383 398 0
## 384 193 0
## 385 209 0
## 386 196 0
## 387 344 0
## 388 280 0
## 389 357 0
## 390 204 2
## 391 400 0
## 392 395 0
## 393 254 0
## 394 200 0
## 395 317 0
## 396 204 0
## 397 374 0
## 398 381 0
## 399 329 0
## 400 308 0
## 401 230 0
## 402 337 0
## 403 293 0
## 404 254 0
## 405 275 0
## 406 394 0
## 407 332 0
## 408 298 0
## 409 178 0
## 410 256 1
## 411 253 0
## 412 201 0
## 413 354 0
## 414 321 0
## 415 176 0
## 416 312 0
## 417 365 0
## 418 232 0
## 419 319 0
## 420 292 0
## 421 299 0
## 422 227 0
## 423 132 0
## 424 228 0
## 425 266 0
## 426 400 0
## 427 250 1
## 428 267 0
## 429 348 0
## 430 289 0
## 431 360 0
## 432 269 2
## 433 231 0
## 434 406 0
## 435 305 0
## 436 244 0
## 437 342 0
## 438 263 1
## 439 275 0
## 440 315 0
## 441 233 0
## 442 187 0
## 443 322 0
## 444 361 0
## 445 165 0
## 446 368 0
## 447 261 0
## 448 290 0
## 449 318 0
## 450 281 0
## 451 200 2
## 452 295 0
## 453 178 1
## 454 239 0
## 455 355 0
## 456 195 2
## 457 319 0
## 458 320 0
## 459 332 1
## 460 233 0
## 461 307 0
## 462 353 0
## 463 354 1
## 464 270 0
## 465 305 0
## 466 269 1
## 467 228 0
## 468 300 0
## 469 232 0
## 470 276 1
## 471 276 0
## 472 242 0
## 473 422 0
## 474 320 0
## 475 324 0
## 476 290 0
## 477 217 0
## 478 166 0
## 479 307 0
## 480 334 0
## 481 146 2
## 482 298 0
## 483 270 0
## 484 326 0
## 485 281 0
## 486 324 0
## 487 321 0
## 488 344 0
## 489 209 2
## 490 294 0
## 491 306 0
## 492 307 0
## 493 319 0
## 494 216 1
## 495 380 0
## 496 278 1
## 497 421 0
## 498 274 0
## 499 238 0
## 500 193 0
## 501 262 0
## 502 296 1
## 503 383 0
## 504 263 0
## 505 216 0
## 506 288 0
## 507 237 0
## 508 336 0
## 509 328 0
## 510 309 3
## 511 371 0
## 512 316 0
## 513 269 0
## 514 335 0
## 515 271 1
## 516 411 0
## 517 273 1
## 518 336 0
## 519 236 0
## 520 234 0
## 521 236 0
## 522 306 0
## 523 228 2
## 524 222 0
## 525 326 0
## 526 174 2
## 527 198 2
## 528 249 0
## 529 238 0
## 530 286 0
## 531 231 0
## 532 280 0
## 533 337 0
## 534 252 0
## 535 311 0
## 536 479 0
## 537 168 1
## 538 205 1
## 539 340 0
## 540 295 1
## 541 342 0
## 542 187 0
## 543 186 0
## 544 270 0
## 545 395 0
## 546 382 0
## 547 222 0
## 548 252 1
## 549 173 0
## 550 402 0
## 551 193 0
## 552 307 0
## 553 207 0
## 554 239 0
## 555 240 0
## 556 366 0
## 557 370 0
## 558 324 0
## 559 248 0
## 560 230 0
## 561 226 0
## 562 229 0
## 563 319 0
## 564 325 0
## 565 236 0
## 566 182 0
## 567 271 0
## 568 274 0
## 569 270 0
## 570 276 0
## 571 164 0
## 572 304 0
## 573 393 0
## 574 190 0
## 575 239 1
## 576 316 0
## 577 216 0
## 578 304 0
## 579 298 0
## 580 274 0
## 581 290 0
## 582 209 0
## 583 198 0
## 584 253 0
## 585 365 0
## 586 180 0
## 587 158 0
## 588 376 0
## 589 225 0
## 590 146 1
## 591 251 0
## 592 227 0
## 593 296 0
## 594 258 0
## 595 325 2
## 596 258 0
## 597 236 0
## 598 349 0
## 599 299 2
## 600 258 0
## 601 201 0
## 602 251 0
## 603 264 0
## 604 375 0
## 605 306 0
## 606 315 0
## 607 368 1
## 608 356 0
## 609 226 0
## 610 368 0
## 611 396 0
## 612 252 0
## 613 201 0
## 614 305 0
## 615 223 0
## 616 243 0
## 617 265 0
## 618 225 0
## 619 261 0
## 620 254 0
## 621 267 0
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## 4675 0 1
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## 4699 0 0
## 4700 0 0
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## 4731 0 0
## 4732 0 0
## 4733 0 0
## 4734 1 1
## 4735 0 0
## 4736 0 0
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## 4744 1 1
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## 4758 0 0
## 4759 0 0
## 4760 0 0
## 4761 0 0
## tot_amount_currently_past_due num_inq_12_month num_card_inq_24_month
## 1 0.000000e+00 0 0
## 2 0.000000e+00 0 0
## 3 0.000000e+00 2 2
## 4 0.000000e+00 0 0
## 5 0.000000e+00 0 0
## 6 0.000000e+00 0 0
## 7 0.000000e+00 0 0
## 8 0.000000e+00 0 0
## 9 0.000000e+00 2 4
## 10 0.000000e+00 0 0
## 11 0.000000e+00 4 7
## 12 0.000000e+00 0 0
## 13 0.000000e+00 0 0
## 14 0.000000e+00 3 3
## 15 0.000000e+00 0 0
## 16 0.000000e+00 0 0
## 17 0.000000e+00 2 4
## 18 0.000000e+00 0 0
## 19 0.000000e+00 0 0
## 20 0.000000e+00 4 7
## 21 0.000000e+00 1 3
## 22 0.000000e+00 0 0
## 23 0.000000e+00 2 3
## 24 0.000000e+00 0 0
## 25 0.000000e+00 0 0
## 26 3.772850e+03 0 0
## 27 0.000000e+00 0 0
## 28 0.000000e+00 0 0
## 29 0.000000e+00 0 0
## 30 0.000000e+00 2 2
## 31 0.000000e+00 0 0
## 32 0.000000e+00 0 0
## 33 0.000000e+00 0 0
## 34 0.000000e+00 2 6
## 35 0.000000e+00 4 7
## 36 0.000000e+00 4 10
## 37 8.479102e+02 0 0
## 38 0.000000e+00 3 3
## 39 0.000000e+00 0 0
## 40 0.000000e+00 0 0
## 41 2.013187e+03 0 0
## 42 0.000000e+00 0 0
## 43 0.000000e+00 2 1
## 44 0.000000e+00 0 0
## 45 0.000000e+00 1 1
## 46 0.000000e+00 0 0
## 47 0.000000e+00 1 2
## 48 2.913792e+03 0 0
## 49 0.000000e+00 1 1
## 50 0.000000e+00 0 1
## 51 0.000000e+00 0 0
## 52 0.000000e+00 0 0
## 53 0.000000e+00 0 0
## 54 0.000000e+00 0 0
## 55 0.000000e+00 0 1
## 56 0.000000e+00 0 0
## 57 0.000000e+00 0 0
## 58 0.000000e+00 0 0
## 59 0.000000e+00 0 0
## 60 0.000000e+00 0 0
## 61 0.000000e+00 0 0
## 62 0.000000e+00 0 0
## 63 0.000000e+00 0 1
## 64 0.000000e+00 0 0
## 65 0.000000e+00 0 0
## 66 0.000000e+00 0 0
## 67 0.000000e+00 0 0
## 68 0.000000e+00 3 6
## 69 0.000000e+00 0 2
## 70 0.000000e+00 0 1
## 71 0.000000e+00 0 0
## 72 0.000000e+00 0 0
## 73 7.300362e+03 2 4
## 74 0.000000e+00 0 0
## 75 0.000000e+00 0 0
## 76 0.000000e+00 1 1
## 77 0.000000e+00 0 0
## 78 0.000000e+00 2 6
## 79 0.000000e+00 1 2
## 80 0.000000e+00 0 0
## 81 0.000000e+00 0 0
## 82 0.000000e+00 0 0
## 83 0.000000e+00 0 0
## 84 0.000000e+00 0 0
## 85 0.000000e+00 2 3
## 86 0.000000e+00 4 5
## 87 0.000000e+00 0 0
## 88 0.000000e+00 0 0
## 89 0.000000e+00 0 0
## 90 5.964275e+03 0 2
## 91 0.000000e+00 0 0
## 92 0.000000e+00 0 1
## 93 0.000000e+00 0 0
## 94 6.549153e+03 0 0
## 95 0.000000e+00 0 2
## 96 0.000000e+00 0 0
## 97 0.000000e+00 0 0
## 98 0.000000e+00 0 0
## 99 0.000000e+00 0 0
## 100 0.000000e+00 3 4
## 101 5.891635e+03 1 0
## 102 0.000000e+00 0 1
## 103 0.000000e+00 0 0
## 104 0.000000e+00 0 0
## 105 0.000000e+00 0 0
## 106 0.000000e+00 0 0
## 107 0.000000e+00 0 0
## 108 0.000000e+00 0 0
## 109 1.619550e+03 0 0
## 110 0.000000e+00 0 0
## 111 0.000000e+00 0 0
## 112 0.000000e+00 0 0
## 113 0.000000e+00 0 0
## 114 0.000000e+00 0 0
## 115 5.019745e+03 1 3
## 116 0.000000e+00 0 0
## 117 0.000000e+00 0 0
## 118 3.500000e+04 0 0
## 119 0.000000e+00 2 3
## 120 0.000000e+00 0 0
## 121 0.000000e+00 0 0
## 122 0.000000e+00 0 0
## 123 0.000000e+00 1 0
## 124 6.482959e+02 1 0
## 125 0.000000e+00 3 3
## 126 0.000000e+00 1 2
## 127 1.441485e+03 2 2
## 128 0.000000e+00 0 0
## 129 0.000000e+00 0 0
## 130 0.000000e+00 0 1
## 131 0.000000e+00 0 0
## 132 0.000000e+00 0 0
## 133 1.283937e+04 0 0
## 134 0.000000e+00 0 0
## 135 0.000000e+00 0 0
## 136 0.000000e+00 3 3
## 137 0.000000e+00 0 0
## 138 0.000000e+00 0 0
## 139 0.000000e+00 0 0
## 140 0.000000e+00 0 0
## 141 0.000000e+00 0 0
## 142 1.663360e+03 1 3
## 143 0.000000e+00 3 4
## 144 0.000000e+00 4 7
## 145 0.000000e+00 1 2
## 146 0.000000e+00 0 0
## 147 2.727052e+01 0 0
## 148 0.000000e+00 3 4
## 149 0.000000e+00 0 0
## 150 1.433558e+03 0 0
## 151 1.407577e+04 1 3
## 152 0.000000e+00 1 2
## 153 0.000000e+00 0 0
## 154 0.000000e+00 0 0
## 155 0.000000e+00 0 0
## 156 0.000000e+00 0 0
## 157 0.000000e+00 0 0
## 158 0.000000e+00 0 0
## 159 0.000000e+00 0 0
## 160 0.000000e+00 0 0
## 161 0.000000e+00 0 0
## 162 0.000000e+00 2 2
## 163 0.000000e+00 0 1
## 164 0.000000e+00 2 4
## 165 0.000000e+00 2 4
## 166 0.000000e+00 0 0
## 167 0.000000e+00 0 0
## 168 0.000000e+00 0 0
## 169 0.000000e+00 0 0
## 170 0.000000e+00 1 4
## 171 0.000000e+00 0 0
## 172 0.000000e+00 0 0
## 173 0.000000e+00 1 1
## 174 0.000000e+00 2 1
## 175 0.000000e+00 0 0
## 176 0.000000e+00 0 0
## 177 0.000000e+00 0 0
## 178 0.000000e+00 1 2
## 179 0.000000e+00 0 0
## 180 0.000000e+00 3 4
## 181 0.000000e+00 1 3
## 182 0.000000e+00 0 0
## 183 0.000000e+00 0 0
## 184 0.000000e+00 0 0
## 185 0.000000e+00 3 6
## 186 0.000000e+00 0 0
## 187 5.754991e+03 0 2
## 188 0.000000e+00 0 1
## 189 0.000000e+00 0 0
## 190 0.000000e+00 0 0
## 191 0.000000e+00 2 4
## 192 0.000000e+00 3 4
## 193 0.000000e+00 6 9
## 194 0.000000e+00 3 6
## 195 0.000000e+00 0 0
## 196 0.000000e+00 1 0
## 197 0.000000e+00 0 0
## 198 0.000000e+00 0 0
## 199 0.000000e+00 0 0
## 200 0.000000e+00 0 0
## 201 0.000000e+00 0 0
## 202 0.000000e+00 0 0
## 203 9.685944e+03 5 9
## 204 0.000000e+00 0 0
## 205 0.000000e+00 0 0
## 206 0.000000e+00 0 0
## 207 0.000000e+00 2 3
## 208 0.000000e+00 5 12
## 209 0.000000e+00 0 0
## 210 0.000000e+00 0 0
## 211 0.000000e+00 0 0
## 212 0.000000e+00 0 0
## 213 0.000000e+00 0 0
## 214 0.000000e+00 2 0
## 215 0.000000e+00 0 1
## 216 0.000000e+00 0 0
## 217 0.000000e+00 3 5
## 218 0.000000e+00 0 0
## 219 0.000000e+00 1 3
## 220 0.000000e+00 2 1
## 221 0.000000e+00 0 0
## 222 2.398342e+03 0 0
## 223 0.000000e+00 0 0
## 224 0.000000e+00 0 0
## 225 0.000000e+00 2 3
## 226 0.000000e+00 0 0
## 227 0.000000e+00 0 0
## 228 0.000000e+00 2 2
## 229 0.000000e+00 0 0
## 230 0.000000e+00 1 0
## 231 0.000000e+00 0 0
## 232 0.000000e+00 0 0
## 233 0.000000e+00 0 0
## 234 0.000000e+00 5 8
## 235 0.000000e+00 4 12
## 236 0.000000e+00 2 5
## 237 0.000000e+00 0 0
## 238 0.000000e+00 0 0
## 239 0.000000e+00 2 6
## 240 0.000000e+00 0 0
## 241 0.000000e+00 0 0
## 242 0.000000e+00 2 3
## 243 0.000000e+00 2 3
## 244 0.000000e+00 0 0
## 245 0.000000e+00 0 0
## 246 0.000000e+00 0 0
## 247 0.000000e+00 2 5
## 248 0.000000e+00 0 0
## 249 0.000000e+00 0 0
## 250 0.000000e+00 0 0
## 251 0.000000e+00 0 0
## 252 0.000000e+00 0 0
## 253 1.007563e+03 0 2
## 254 0.000000e+00 0 0
## 255 0.000000e+00 0 0
## 256 0.000000e+00 0 2
## 257 3.180941e+03 0 0
## 258 0.000000e+00 0 0
## 259 0.000000e+00 0 0
## 260 0.000000e+00 0 0
## 261 0.000000e+00 0 0
## 262 0.000000e+00 0 0
## 263 0.000000e+00 2 5
## 264 0.000000e+00 0 0
## 265 0.000000e+00 1 1
## 266 0.000000e+00 1 2
## 267 0.000000e+00 0 0
## 268 0.000000e+00 0 0
## 269 0.000000e+00 0 0
## 270 0.000000e+00 0 0
## 271 0.000000e+00 0 0
## 272 0.000000e+00 0 0
## 273 0.000000e+00 1 1
## 274 0.000000e+00 0 0
## 275 0.000000e+00 0 0
## 276 0.000000e+00 0 0
## 277 0.000000e+00 0 0
## 278 0.000000e+00 0 0
## 279 0.000000e+00 0 0
## 280 0.000000e+00 0 0
## 281 0.000000e+00 5 8
## 282 0.000000e+00 5 10
## 283 0.000000e+00 0 0
## 284 0.000000e+00 4 4
## 285 0.000000e+00 1 0
## 286 7.909040e+02 0 0
## 287 0.000000e+00 1 0
## 288 0.000000e+00 0 0
## 289 2.334813e+03 1 0
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## 291 0.000000e+00 0 0
## 292 0.000000e+00 2 3
## 293 0.000000e+00 0 0
## 294 0.000000e+00 0 0
## 295 0.000000e+00 1 3
## 296 0.000000e+00 0 0
## 297 0.000000e+00 1 2
## 298 0.000000e+00 0 0
## 299 0.000000e+00 2 4
## 300 0.000000e+00 0 0
## 301 7.525238e+02 2 6
## 302 0.000000e+00 7 11
## 303 0.000000e+00 0 0
## 304 0.000000e+00 1 2
## 305 0.000000e+00 0 1
## 306 0.000000e+00 0 1
## 307 0.000000e+00 0 1
## 308 0.000000e+00 0 0
## 309 0.000000e+00 0 0
## 310 0.000000e+00 0 0
## 311 0.000000e+00 0 0
## 312 9.670704e+03 0 0
## 313 6.012740e+03 0 0
## 314 0.000000e+00 1 2
## 315 0.000000e+00 0 0
## 316 0.000000e+00 1 1
## 317 0.000000e+00 0 0
## 318 8.398233e+02 1 2
## 319 0.000000e+00 0 0
## 320 0.000000e+00 3 4
## 321 0.000000e+00 0 0
## 322 0.000000e+00 0 0
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## 325 0.000000e+00 0 0
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## 328 0.000000e+00 0 1
## 329 0.000000e+00 1 0
## 330 0.000000e+00 4 8
## 331 0.000000e+00 2 7
## 332 0.000000e+00 0 0
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## 4725 0.000000e+00 0 0
## 4726 0.000000e+00 0 1
## 4727 0.000000e+00 0 0
## 4728 0.000000e+00 0 0
## 4729 0.000000e+00 1 0
## 4730 0.000000e+00 0 0
## 4731 0.000000e+00 0 1
## 4732 0.000000e+00 0 0
## 4733 0.000000e+00 1 0
## 4734 0.000000e+00 1 0
## 4735 0.000000e+00 0 0
## 4736 0.000000e+00 5 7
## 4737 0.000000e+00 0 0
## 4738 0.000000e+00 0 0
## 4739 0.000000e+00 0 0
## 4740 0.000000e+00 0 0
## 4741 0.000000e+00 0 0
## 4742 0.000000e+00 0 0
## 4743 0.000000e+00 1 1
## 4744 7.246537e+03 0 0
## 4745 0.000000e+00 0 0
## 4746 0.000000e+00 1 1
## 4747 0.000000e+00 0 0
## 4748 0.000000e+00 0 1
## 4749 0.000000e+00 0 0
## 4750 0.000000e+00 0 0
## 4751 0.000000e+00 0 0
## 4752 0.000000e+00 0 0
## 4753 2.179418e+03 0 0
## 4754 0.000000e+00 3 5
## 4755 0.000000e+00 1 1
## 4756 0.000000e+00 0 0
## 4757 0.000000e+00 0 2
## 4758 0.000000e+00 0 0
## 4759 0.000000e+00 0 0
## 4760 0.000000e+00 0 0
## 4761 0.000000e+00 1 1
## num_card_12_month num_auto_.36_month uti_open_card pct_over_50_uti
## 1 1 0 0.36673698 0.34218340
## 2 0 0 0.35907415 0.33856012
## 3 1 0 0.70037881 0.68358875
## 4 0 0 0.64735096 0.51081203
## 5 0 0 0.36382705 0.51548768
## 6 0 0 0.60334801 0.68567791
## 7 0 0 0.51925941 0.40143420
## 8 0 0 0.34361988 0.35620336
## 9 0 1 0.42125590 0.41012596
## 10 0 0 0.72382772 0.61584649
## 11 1 0 0.55704179 0.57894499
## 12 0 0 0.43279776 0.49916144
## 13 0 0 0.21140446 0.34452096
## 14 1 1 0.40124230 0.43613037
## 15 0 0 0.52637509 0.35163359
## 16 0 0 0.62979634 0.61959787
## 17 0 0 0.49803445 0.49391341
## 18 0 0 0.54556233 0.59399819
## 19 1 1 0.68489733 0.70545458
## 20 0 0 0.49700251 0.30206389
## 21 1 0 0.61872818 0.64303945
## 22 0 0 0.51369904 0.49325513
## 23 0 0 0.47227396 0.54073110
## 24 0 0 0.28976997 0.45684759
## 25 0 0 0.48348038 0.52229294
## 26 0 1 0.44543012 0.51232019
## 27 0 0 0.34471961 0.36211358
## 28 1 0 0.30585763 0.44819980
## 29 0 0 0.52099651 0.40225077
## 30 1 0 0.26663788 0.30296092
## 31 0 0 0.54506313 0.59793237
## 32 1 0 0.41454452 0.34276994
## 33 0 0 0.37771032 0.34660381
## 34 0 0 0.66569123 0.65219285
## 35 0 0 0.34346071 0.48876791
## 36 0 0 0.58095268 0.38602307
## 37 1 0 0.55245407 0.36476391
## 38 1 0 0.58025465 0.56040820
## 39 0 0 0.44343403 0.44623063
## 40 0 0 0.00000000 0.07480558
## 41 0 0 0.28339310 0.24220413
## 42 1 0 0.31366761 0.37360001
## 43 1 0 0.38198999 0.43732943
## 44 1 0 0.42996135 0.49587776
## 45 0 0 0.21217652 0.36015906
## 46 0 0 0.36675107 0.37630917
## 47 0 0 0.67794863 0.67421999
## 48 0 0 0.54961591 0.47935766
## 49 0 0 0.37532224 0.54574275
## 50 1 1 0.38640185 0.34090612
## 51 0 0 0.60201521 0.73256118
## 52 1 0 0.47380306 0.48172275
## 53 0 0 0.29781830 0.29779640
## 54 1 0 0.52322762 0.37467456
## 55 1 0 0.60454846 0.52262359
## 56 0 0 0.57919959 0.62864982
## 57 0 0 0.50554431 0.55124128
## 58 0 0 0.36713214 0.42019465
## 59 0 0 0.46242335 0.50668587
## 60 0 0 0.64576680 0.69775192
## 61 0 0 0.42551869 0.37350316
## 62 1 1 0.37317585 0.36451004
## 63 0 1 0.39740507 0.35527623
## 64 1 0 0.60067510 0.55185029
## 65 1 0 0.62901799 0.50767096
## 66 0 0 0.67085843 0.69255878
## 67 2 0 0.48742132 0.36598849
## 68 0 0 0.40828901 0.42519235
## 69 1 0 0.49000034 0.48949493
## 70 1 0 0.45188569 0.39925902
## 71 0 0 0.58232935 0.47189752
## 72 2 0 0.35613878 0.43378164
## 73 1 1 0.60845163 0.74987132
## 74 0 0 0.32420691 0.45160844
## 75 0 0 0.59655831 0.66085179
## 76 1 1 0.57216763 0.56248705
## 77 1 0 0.50083065 0.49705055
## 78 0 0 0.63005487 0.49581745
## 79 1 0 0.57775855 0.57499544
## 80 2 0 0.40524043 0.46081797
## 81 1 0 0.54745188 0.65638369
## 82 1 1 0.65759986 0.47175234
## 83 0 0 0.42381060 0.53918451
## 84 0 0 0.60193294 0.83142719
## 85 0 0 0.34703360 0.48458559
## 86 1 0 0.57408259 0.53547918
## 87 0 1 0.48876761 0.53383178
## 88 0 0 0.47017549 0.51459993
## 89 0 0 0.48983301 0.56084367
## 90 0 0 0.70562035 0.55854613
## 91 1 0 0.49209336 0.58592281
## 92 0 0 0.48474349 0.41833409
## 93 0 0 0.48888681 0.58468340
## 94 0 0 0.43148325 0.66135658
## 95 0 0 0.41200479 0.45322374
## 96 1 0 0.37424265 0.50052308
## 97 1 0 0.47250916 0.42207862
## 98 1 0 0.48847582 0.45510719
## 99 0 1 0.53807845 0.51791946
## 100 0 0 0.64526406 0.61527677
## 101 0 0 0.46900760 0.49634732
## 102 0 0 0.39727398 0.44975109
## 103 0 0 0.43592134 0.55235654
## 104 0 0 0.45604609 0.57818766
## 105 0 0 0.56004020 0.58321863
## 106 1 0 0.41423610 0.34855436
## 107 0 0 0.42499556 0.41392827
## 108 0 0 0.55941197 0.48975313
## 109 0 0 0.47248358 0.44562409
## 110 0 0 0.62903013 0.55378881
## 111 0 0 0.58115158 0.53464852
## 112 0 0 0.51371071 0.60957645
## 113 0 0 0.48826437 0.52740701
## 114 0 0 0.58779875 0.50006182
## 115 0 0 0.51245913 0.51187464
## 116 0 0 0.40829167 0.41084272
## 117 1 0 0.23224508 0.28488518
## 118 1 0 0.46996434 0.53416680
## 119 0 0 0.64063061 0.67211595
## 120 0 0 0.38204450 0.37964193
## 121 0 0 0.48471642 0.38273297
## 122 1 0 0.55096789 0.56645541
## 123 0 0 0.54120174 0.44912575
## 124 0 0 0.47303527 0.42356888
## 125 0 0 0.52855188 0.55525738
## 126 0 0 0.42818335 0.44057239
## 127 1 1 0.44977027 0.42196984
## 128 0 0 0.40643082 0.33671994
## 129 0 0 0.60964037 0.63451644
## 130 0 0 0.40577005 0.39605566
## 131 0 1 0.44876739 0.43479501
## 132 0 0 0.29601571 0.22700345
## 133 0 0 0.45413426 0.45103129
## 134 0 0 0.35331690 0.34367757
## 135 1 0 0.45409638 0.55365330
## 136 1 0 0.46621597 0.55114438
## 137 0 0 0.35977857 0.22815333
## 138 0 0 0.35716696 0.46333813
## 139 0 0 0.63127959 0.57609742
## 140 0 0 0.43583122 0.47391938
## 141 1 0 0.37388182 0.36283990
## 142 0 0 0.59108636 0.58957061
## 143 1 1 0.54212546 0.59245571
## 144 0 0 0.56859969 0.45484720
## 145 0 0 0.52979323 0.42565936
## 146 1 0 0.54559358 0.60369721
## 147 1 0 0.49768841 0.48661742
## 148 0 0 0.35931300 0.39998398
## 149 0 1 0.44023052 0.36857987
## 150 1 0 0.73647129 0.66981062
## 151 0 0 0.50261355 0.65334799
## 152 0 1 0.77621965 0.73283968
## 153 0 0 0.71825579 0.69595150
## 154 0 1 0.49822324 0.58473156
## 155 1 0 0.57174935 0.49070020
## 156 0 0 0.35262375 0.31813836
## 157 0 0 0.28881967 0.41404715
## 158 1 0 0.43843001 0.38129870
## 159 0 0 0.37298303 0.45912697
## 160 1 0 0.62772967 0.55782977
## 161 0 0 0.34784090 0.39761638
## 162 1 0 0.22961535 0.33066069
## 163 1 1 0.63268124 0.60810014
## 164 0 0 0.52464753 0.47479891
## 165 0 0 0.38041615 0.33946663
## 166 0 1 0.56871364 0.53595969
## 167 1 0 0.52995391 0.54003811
## 168 0 0 0.48495942 0.48835342
## 169 0 0 0.32426900 0.35977363
## 170 0 1 0.46868439 0.53805746
## 171 0 0 0.70533605 0.57951934
## 172 2 0 0.36823664 0.41201413
## 173 0 0 0.29517682 0.34594706
## 174 0 0 0.53188584 0.58240116
## 175 0 0 0.60617518 0.67450998
## 176 0 0 0.28061048 0.30365075
## 177 1 0 0.22041214 0.35347902
## 178 0 1 0.47776788 0.35106596
## 179 1 1 0.52528584 0.50608308
## 180 0 0 0.39417273 0.46569034
## 181 0 0 0.58405181 0.53893621
## 182 0 0 0.51768623 0.45702536
## 183 0 0 0.61505912 0.63382309
## 184 1 0 0.39699127 0.41201293
## 185 0 0 0.56882563 0.50133071
## 186 0 0 0.45994531 0.31122048
## 187 1 0 0.45084569 0.32483114
## 188 0 1 0.45575699 0.37926405
## 189 1 0 0.66613650 0.54030550
## 190 0 0 0.29527893 0.24741166
## 191 0 0 0.43733717 0.50181718
## 192 0 0 0.38820481 0.40201401
## 193 0 0 0.41352416 0.33035418
## 194 0 0 0.76996712 0.67110653
## 195 0 0 0.35793391 0.45259019
## 196 0 0 0.65971863 0.54134120
## 197 1 0 0.59156272 0.62694418
## 198 0 0 0.57680160 0.64669041
## 199 0 0 0.43849403 0.51893863
## 200 0 0 0.45007090 0.61130469
## 201 0 0 0.52076031 0.50939864
## 202 0 0 0.46470932 0.57857857
## 203 0 0 0.57016221 0.48851911
## 204 0 1 0.36985371 0.54101762
## 205 1 0 0.75449979 0.64097676
## 206 0 0 0.59417082 0.61954112
## 207 0 0 0.21546879 0.35183737
## 208 0 0 0.40854235 0.33123174
## 209 0 0 0.31433295 0.16797123
## 210 0 0 0.55433750 0.50157019
## 211 1 0 0.67854989 0.48223326
## 212 1 0 0.53753248 0.38957577
## 213 1 0 0.27534957 0.22933889
## 214 1 0 0.37424582 0.29250730
## 215 0 0 0.45256357 0.43350779
## 216 0 0 0.34713944 0.32711412
## 217 1 0 0.68964457 0.68420235
## 218 0 0 0.57783590 0.55311279
## 219 1 0 0.62829381 0.52733607
## 220 0 0 0.53348533 0.55904851
## 221 0 0 0.27382120 0.26876773
## 222 0 0 0.63114366 0.58259733
## 223 0 1 0.51070122 0.53721337
## 224 0 0 0.58373295 0.54027330
## 225 1 0 0.56895359 0.60348304
## 226 1 0 0.29934862 0.33339084
## 227 1 0 0.42483663 0.39007155
## 228 0 0 0.54390892 0.68131837
## 229 0 0 0.38565948 0.52798965
## 230 1 0 0.53447798 0.64923655
## 231 0 0 0.32056620 0.51963043
## 232 0 0 0.47580610 0.42343154
## 233 0 0 0.56281165 0.59017591
## 234 1 0 0.44870213 0.61775874
## 235 0 0 0.31145491 0.33419235
## 236 0 0 0.79689604 0.71240799
## 237 1 0 0.53088412 0.63562110
## 238 0 0 0.50081254 0.41970821
## 239 0 0 0.43204389 0.48817214
## 240 0 0 0.17379021 0.31239367
## 241 0 0 0.36842469 0.40572484
## 242 0 0 0.33803834 0.31527669
## 243 0 0 0.50365893 0.36583197
## 244 0 0 0.50160752 0.53015203
## 245 0 1 0.36125148 0.56176572
## 246 0 1 0.47272042 0.54591875
## 247 0 0 0.45920858 0.57456739
## 248 0 0 0.27439311 0.53344045
## 249 0 0 0.49125694 0.52250341
## 250 0 0 0.15817075 0.22103482
## 251 0 0 0.34046890 0.40879629
## 252 0 0 0.35631839 0.35124425
## 253 1 1 0.41078762 0.48679051
## 254 0 0 0.44076211 0.38780245
## 255 1 0 0.62399798 0.60140838
## 256 0 0 0.39136757 0.38683502
## 257 0 1 0.66750910 0.67380636
## 258 0 0 0.55367398 0.54913533
## 259 1 0 0.48159636 0.50457040
## 260 1 0 0.34373758 0.35684335
## 261 0 0 0.23454586 0.28779121
## 262 1 0 0.41474110 0.40601063
## 263 0 0 0.66873998 0.54698050
## 264 0 0 0.37724421 0.37965519
## 265 0 0 0.63321260 0.52173226
## 266 1 0 0.65594206 0.71199495
## 267 1 0 0.49146537 0.54874265
## 268 1 1 0.26921477 0.20201976
## 269 0 0 0.28563580 0.26312728
## 270 0 0 0.39247303 0.47644919
## 271 0 0 0.40703850 0.39832560
## 272 0 1 0.49726822 0.62953532
## 273 1 0 0.52648492 0.57847643
## 274 0 0 0.19992463 0.22740176
## 275 0 0 0.69365788 0.59857638
## 276 0 0 0.54952013 0.55081178
## 277 0 0 0.41619174 0.29225460
## 278 0 0 0.45893988 0.45823800
## 279 0 1 0.63120254 0.50477726
## 280 0 0 0.41034438 0.43508001
## 281 0 0 0.59205877 0.44383132
## 282 0 0 0.58906291 0.57487178
## 283 0 0 0.48818877 0.45939358
## 284 1 0 0.60175760 0.51187335
## 285 0 0 0.25949034 0.39365465
## 286 0 0 0.57847953 0.62076998
## 287 0 0 0.44500284 0.27193195
## 288 0 0 0.48844674 0.53873549
## 289 0 0 0.51319032 0.39092638
## 290 0 0 0.38061076 0.41063362
## 291 1 0 0.40642107 0.51945625
## 292 1 0 0.67645800 0.62272229
## 293 1 0 0.59691633 0.57949268
## 294 1 0 0.57811065 0.34794476
## 295 1 0 0.56019067 0.43823124
## 296 0 0 0.58087599 0.64872426
## 297 0 0 0.60138220 0.59331340
## 298 0 0 0.58091292 0.60543623
## 299 0 0 0.62601299 0.59025081
## 300 0 0 0.56220273 0.74214118
## 301 1 0 0.54593324 0.55181570
## 302 0 0 0.53000154 0.58945098
## 303 0 0 0.44452248 0.30058925
## 304 0 1 0.52552693 0.47651157
## 305 0 0 0.37694834 0.45356998
## 306 0 0 0.73314128 0.58966675
## 307 0 0 0.38937407 0.25157107
## 308 0 0 0.73189354 0.58214840
## 309 0 0 0.49562062 0.47453076
## 310 0 0 0.37990699 0.26453274
## 311 0 0 0.45508458 0.62892142
## 312 1 0 0.52075934 0.51652683
## 313 0 0 0.51895689 0.40237154
## 314 0 0 0.27020719 0.36713866
## 315 1 0 0.33535722 0.50508400
## 316 0 0 0.53028740 0.37536617
## 317 0 0 0.61317550 0.53676192
## 318 1 0 0.55768349 0.51229470
## 319 0 1 0.47951847 0.41552480
## 320 0 0 0.51676300 0.59132560
## 321 1 0 0.68693417 0.66413074
## 322 0 1 0.72453404 0.46251126
## 323 1 0 0.42054466 0.49236586
## 324 0 1 0.80700193 0.68248159
## 325 2 0 0.47442406 0.57303898
## 326 1 1 0.31829138 0.35313520
## 327 0 0 0.46397842 0.59130454
## 328 0 1 0.39880636 0.47938408
## 329 0 0 0.63755555 0.62859593
## 330 0 0 0.65061080 0.67414328
## 331 0 0 0.43315804 0.27406641
## 332 0 0 0.52459785 0.44408387
## 333 0 0 0.40900802 0.52239763
## 334 1 0 0.39003343 0.38429369
## 335 0 0 0.43730764 0.44632806
## 336 1 0 0.50468993 0.50714562
## 337 0 0 0.50600811 0.37382183
## 338 0 0 0.38427403 0.37783640
## 339 0 1 0.50190436 0.41165829
## 340 1 1 0.41516238 0.43265176
## 341 0 0 0.52865682 0.48198977
## 342 0 1 0.35333383 0.34709404
## 343 0 0 0.52839535 0.43433937
## 344 1 0 0.67814519 0.49963735
## 345 0 0 0.66865474 0.73272972
## 346 0 0 0.33178155 0.28576674
## 347 0 0 0.55038133 0.49579140
## 348 0 0 0.59995428 0.56242307
## 349 0 0 0.38224986 0.36759958
## 350 0 1 0.66868122 0.63115412
## 351 0 0 0.36722930 0.27700831
## 352 0 0 0.56616101 0.54592573
## 353 0 0 0.68866649 0.60812089
## 354 0 1 0.33185292 0.33162927
## 355 1 0 0.57864091 0.52833215
## 356 0 1 0.44901921 0.59816154
## 357 0 0 0.49660383 0.49692406
## 358 0 0 0.46425896 0.43416776
## 359 0 0 0.59703591 0.59833908
## 360 0 0 0.40099759 0.40217169
## 361 0 0 0.71504699 0.59384249
## 362 0 0 0.46260940 0.35500689
## 363 0 0 0.29030021 0.44112387
## 364 0 0 0.73092342 0.62682945
## 365 0 0 0.36894026 0.44302921
## 366 1 0 0.53623417 0.60989730
## 367 0 0 0.71191674 0.56920379
## 368 1 0 0.35298285 0.28939652
## 369 0 1 0.50933842 0.52587631
## 370 1 0 0.62883477 0.51895517
## 371 1 0 0.44998018 0.39707394
## 372 0 0 0.40983153 0.24891423
## 373 1 0 0.83962456 0.59226167
## 374 0 0 0.47431242 0.40747049
## 375 0 0 0.58466665 0.64215575
## 376 0 0 0.63781655 0.59169955
## 377 2 1 0.48119602 0.37206273
## 378 1 0 0.67367001 0.59974160
## 379 0 0 0.50331470 0.43539900
## 380 0 0 0.31376233 0.46304706
## 381 0 0 0.50046845 0.51648323
## 382 1 0 0.49174061 0.35836165
## 383 0 0 0.29446438 0.21581429
## 384 0 1 0.55467294 0.68634824
## 385 0 0 0.49240949 0.61222133
## 386 0 0 0.60319938 0.57203899
## 387 1 1 0.56994419 0.59185747
## 388 0 0 0.59035656 0.68693032
## 389 0 0 0.65216257 0.54523021
## 390 0 0 0.31593889 0.39582234
## 391 0 0 0.57771749 0.56418118
## 392 1 0 0.66532984 0.59006006
## 393 1 1 0.67102332 0.62073197
## 394 0 0 0.41016507 0.56517968
## 395 0 1 0.52814746 0.58158592
## 396 0 0 0.43871092 0.56472383
## 397 0 0 0.15823866 0.15584589
## 398 0 0 0.58545566 0.49681995
## 399 0 1 0.43680378 0.34711983
## 400 0 0 0.56401061 0.45555778
## 401 0 0 0.47797485 0.43508231
## 402 0 0 0.74278641 0.49224558
## 403 1 0 0.58603519 0.49210258
## 404 1 0 0.38795156 0.30348406
## 405 1 0 0.48185938 0.60754652
## 406 0 0 0.35987001 0.34328531
## 407 0 0 0.47196623 0.51081648
## 408 0 0 0.54260041 0.59746948
## 409 1 0 0.52856697 0.52088194
## 410 0 0 0.52356597 0.58704678
## 411 1 0 0.26683583 0.30431607
## 412 0 0 0.78209945 0.74205013
## 413 0 0 0.42722671 0.55340655
## 414 1 0 0.47541731 0.43537401
## 415 0 0 0.66167741 0.58117308
## 416 1 0 0.59426231 0.75990619
## 417 0 0 0.49326482 0.43461051
## 418 0 0 0.68537077 0.76574282
## 419 0 0 0.68571638 0.58036529
## 420 0 0 0.44079756 0.41346271
## 421 1 0 0.44265940 0.42674593
## 422 0 0 0.46730168 0.51053937
## 423 0 1 0.83839750 0.72423420
## 424 1 1 0.80320253 0.61306653
## 425 0 0 0.35968184 0.31384773
## 426 1 0 0.55211829 0.59708025
## 427 0 0 0.48657637 0.59120053
## 428 0 0 0.52438768 0.51595424
## 429 1 0 0.32109378 0.37851958
## 430 0 0 0.53425408 0.54915501
## 431 0 0 0.47105928 0.47022082
## 432 0 0 0.62400557 0.59089445
## 433 1 0 0.39397330 0.36501636
## 434 0 0 0.43017644 0.37238148
## 435 1 0 0.56973821 0.54652150
## 436 0 0 0.21667212 0.34002087
## 437 0 0 0.51394707 0.61579637
## 438 1 0 0.63219524 0.69523985
## 439 0 0 0.53147641 0.52471019
## 440 0 0 0.47181133 0.41671195
## 441 0 0 0.61675075 0.61169994
## 442 0 1 0.49976676 0.39961033
## 443 0 0 0.52528585 0.51612053
## 444 1 0 0.47925899 0.42529480
## 445 0 0 0.68678779 0.51805219
## 446 1 0 0.57538143 0.56078029
## 447 0 0 0.19821071 0.37489529
## 448 0 0 0.36222708 0.34132102
## 449 0 0 0.40566017 0.52627066
## 450 0 0 0.42593093 0.14958199
## 451 0 1 0.61331058 0.47338882
## 452 1 0 0.30366196 0.39838085
## 453 0 0 0.54575171 0.68756123
## 454 1 0 0.58863559 0.58340320
## 455 0 0 0.57282555 0.52447485
## 456 2 1 0.86507167 0.67468847
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## 1837 0 1 0.58719944 0.42027389
## 1838 0 0 0.59989865 0.47148284
## 1839 0 0 0.60489253 0.49009107
## 1840 0 0 0.64890461 0.57520111
## 1841 1 0 0.50451023 0.30292749
## 1842 1 1 0.33136918 0.33492643
## 1843 1 0 0.44600791 0.44531317
## 1844 0 0 0.60788256 0.53121628
## 1845 0 0 0.72668436 0.58859587
## 1846 0 0 0.38375489 0.37161006
## 1847 0 0 0.46942852 0.34019737
## 1848 0 0 0.44876628 0.51756039
## 1849 0 0 0.34857341 0.41689377
## 1850 0 0 0.45467767 0.34782686
## 1851 0 0 0.56072961 0.41311372
## 1852 1 0 0.49754001 0.50082580
## 1853 0 0 0.29055756 0.37044425
## 1854 1 0 0.38805953 0.40410197
## 1855 0 0 0.43535607 0.18628734
## 1856 0 0 0.30033509 0.24747185
## 1857 0 0 0.21982888 0.34825514
## 1858 1 0 0.50349788 0.64605601
## 1859 0 1 0.37065170 0.25579722
## 1860 1 0 0.62721575 0.72463053
## 1861 0 0 0.44592364 0.37402022
## 1862 0 0 0.59752927 0.42051646
## 1863 0 0 0.33922833 0.35241473
## 1864 0 0 0.71304002 0.61731372
## 1865 1 1 0.57665649 0.48875785
## 1866 0 0 0.57128316 0.53887990
## 1867 0 0 0.22958341 0.26920118
## 1868 0 0 0.42462506 0.49072034
## 1869 0 0 0.53689627 0.58014167
## 1870 0 0 0.54841245 0.44034311
## 1871 0 0 0.52695885 0.55544136
## 1872 0 0 0.51814405 0.61670466
## 1873 1 0 0.31864790 0.36838141
## 1874 0 0 0.40514435 0.48907710
## 1875 1 0 0.52967975 0.59393040
## 1876 1 0 0.71519769 0.57416954
## 1877 0 0 0.34397934 0.49381952
## 1878 0 0 0.29604978 0.31237816
## 1879 0 0 0.46504560 0.53171160
## 1880 0 0 0.20276290 0.44346462
## 1881 0 1 0.37334937 0.37582701
## 1882 0 0 0.56624356 0.63464145
## 1883 0 0 0.45813947 0.45265238
## 1884 0 0 0.72681093 0.73422092
## 1885 0 0 0.54079676 0.57767016
## 1886 0 0 0.47523786 0.35763952
## 1887 0 1 0.57200984 0.56535275
## 1888 0 0 0.65444143 0.56161957
## 1889 0 0 0.64120269 0.65744107
## 1890 0 0 0.40460356 0.30511783
## 1891 1 0 0.34471243 0.42802146
## 1892 1 0 0.58468230 0.53328472
## 1893 0 0 0.80968112 0.79867503
## 1894 0 0 0.45270766 0.39184616
## 1895 0 0 0.63574013 0.40599787
## 1896 1 0 0.36794636 0.32130660
## 1897 1 1 0.30451363 0.51802031
## 1898 0 0 0.60207112 0.50384643
## 1899 0 0 0.58037582 0.64205274
## 1900 2 0 0.44110351 0.35716551
## 1901 0 0 0.24127839 0.33451943
## 1902 0 0 0.69807892 0.64019917
## 1903 1 1 0.46901802 0.41638485
## 1904 0 0 0.45750448 0.47371852
## 1905 0 0 0.81400936 0.62926408
## 1906 1 0 0.34081862 0.40362905
## 1907 1 0 0.68428728 0.75821772
## 1908 0 0 0.37943606 0.35365315
## 1909 0 0 0.47225035 0.55636690
## 1910 1 0 0.47041124 0.48487993
## 1911 0 0 0.51760332 0.66499857
## 1912 0 0 0.39429968 0.47689357
## 1913 0 0 0.44079564 0.48828276
## 1914 0 0 0.53862440 0.67892939
## 1915 0 0 0.31228196 0.35402647
## 1916 1 1 0.51070720 0.44978081
## 1917 0 0 0.50826172 0.36544438
## 1918 0 0 0.52214639 0.38485641
## 1919 0 0 0.35247185 0.38045548
## 1920 0 0 0.29021849 0.22799993
## 1921 0 0 0.05387445 0.07915364
## 1922 2 0 0.41557585 0.50114887
## 1923 0 0 0.67587469 0.62137763
## 1924 0 0 0.68616469 0.75497923
## 1925 0 0 0.45312134 0.58067847
## 1926 0 0 0.41106710 0.61993453
## 1927 0 0 0.45799439 0.45154589
## 1928 0 0 0.59642408 0.51846203
## 1929 1 1 0.41763916 0.50261650
## 1930 0 0 0.66132599 0.51438848
## 1931 0 0 0.57767397 0.65413566
## 1932 0 0 0.38523393 0.38415306
## 1933 0 1 0.52604263 0.49858852
## 1934 0 0 0.42807279 0.38943202
## 1935 0 0 0.65212378 0.59133284
## 1936 0 0 0.48340381 0.54226745
## 1937 1 0 0.56101943 0.77973478
## 1938 0 0 0.39513852 0.28540411
## 1939 0 0 0.57000393 0.78420844
## 1940 0 0 0.49711806 0.56334285
## 1941 1 1 0.48880072 0.38165973
## 1942 1 0 0.74580751 0.68070378
## 1943 0 0 0.58868122 0.76586451
## 1944 0 0 0.74881183 0.68422909
## 1945 1 1 0.75231285 0.57925840
## 1946 0 0 0.39382899 0.36485774
## 1947 1 0 0.58641486 0.59905143
## 1948 0 0 0.56696443 0.57368570
## 1949 0 0 0.54862805 0.44875966
## 1950 0 2 0.46892025 0.39406241
## 1951 0 0 0.40064336 0.50224554
## 1952 0 0 0.56729197 0.58713145
## 1953 1 1 0.47826478 0.49205211
## 1954 1 0 0.37706536 0.48289501
## 1955 0 0 0.36644152 0.42036789
## 1956 0 0 0.51579875 0.45352012
## 1957 1 0 0.61748515 0.55214801
## 1958 0 0 0.33649365 0.36896667
## 1959 0 1 0.53343407 0.52547458
## 1960 0 0 0.42368252 0.43255483
## 1961 0 0 0.45552308 0.44634854
## 1962 1 0 0.61020773 0.68585709
## 1963 2 0 0.46097866 0.56628187
## 1964 0 0 0.45501249 0.33262426
## 1965 0 0 0.42124151 0.42317969
## 1966 0 1 0.32635241 0.29423415
## 1967 0 0 0.60848008 0.68207338
## 1968 0 0 0.62011027 0.49874104
## 1969 2 0 0.24793167 0.44364723
## 1970 1 1 0.47240150 0.30138866
## 1971 1 1 0.61407125 0.54292415
## 1972 1 0 0.58708662 0.54296882
## 1973 0 1 0.43394851 0.49097576
## 1974 0 1 0.66562378 0.66760558
## 1975 0 0 0.45654564 0.37198540
## 1976 0 0 0.47081336 0.62212431
## 1977 0 0 0.54092653 0.53040766
## 1978 0 0 0.35709190 0.40429407
## 1979 0 0 0.53459240 0.35192819
## 1980 0 1 0.29040322 0.21944669
## 1981 0 0 0.20722738 0.32507882
## 1982 0 1 0.35193895 0.62509154
## 1983 0 0 0.51656882 0.51184083
## 1984 1 1 0.43478031 0.57060079
## 1985 0 0 0.28333787 0.20734607
## 1986 0 0 0.69852245 0.59815389
## 1987 0 0 0.47800125 0.40703648
## 1988 0 1 0.53930214 0.42828940
## 1989 0 0 0.29469523 0.33347105
## 1990 0 0 0.42985639 0.40760074
## 1991 0 0 0.48266194 0.45452054
## 1992 0 0 0.47882050 0.38973727
## 1993 1 1 0.37602662 0.46767679
## 1994 0 1 0.48442357 0.62975319
## 1995 1 0 0.34955775 0.35927356
## 1996 0 0 0.25494639 0.38337595
## 1997 0 0 0.32282840 0.28282007
## 1998 1 0 0.37454025 0.48160529
## 1999 0 0 0.71715365 0.65022698
## 2000 0 0 0.42401602 0.34883730
## 2001 0 0 0.49622967 0.40844263
## 2002 0 0 0.49196106 0.57511573
## 2003 0 0 0.55555992 0.54110076
## 2004 0 0 0.53617816 0.43525012
## 2005 0 0 0.36980437 0.46691926
## 2006 0 0 0.46371012 0.46427297
## 2007 0 0 0.35488001 0.54085767
## 2008 0 0 0.44954535 0.45888002
## 2009 0 0 0.65777169 0.57445662
## 2010 0 0 0.66376867 0.61787582
## 2011 0 0 0.31190304 0.38620901
## 2012 0 1 0.43972929 0.32070298
## 2013 0 1 0.29174231 0.23342721
## 2014 0 0 0.51429853 0.45699408
## 2015 2 1 0.69637780 0.73722067
## 2016 1 0 0.22304436 0.34896880
## 2017 0 0 0.41607706 0.40608424
## 2018 0 0 0.37198383 0.46046989
## 2019 0 1 0.58665635 0.55109042
## 2020 0 0 0.55928239 0.51198444
## 2021 0 0 0.42887663 0.41881888
## 2022 0 0 0.46923103 0.29170897
## 2023 1 0 0.46472669 0.52088237
## 2024 0 0 0.59279130 0.43343371
## 2025 0 0 0.44845314 0.38401051
## 2026 1 0 0.33136959 0.36042032
## 2027 0 0 0.55500455 0.53760530
## 2028 0 0 0.59010538 0.58358749
## 2029 0 0 0.56115882 0.63976164
## 2030 0 0 0.17120097 0.28798325
## 2031 0 0 0.34314761 0.40539278
## 2032 0 0 0.44787765 0.42574566
## 2033 0 0 0.56774810 0.43038365
## 2034 0 0 0.35600462 0.41188925
## 2035 0 0 0.34949378 0.42024489
## 2036 1 1 0.60745516 0.60621928
## 2037 0 0 0.54054129 0.51651228
## 2038 0 0 0.46209510 0.42725609
## 2039 0 0 0.51027299 0.38660854
## 2040 1 0 0.33212432 0.34491668
## 2041 0 1 0.35091179 0.43087793
## 2042 1 0 0.55397112 0.43471379
## 2043 0 0 0.67284665 0.47909487
## 2044 0 0 0.53774804 0.55057686
## 2045 0 1 0.67012507 0.56384583
## 2046 1 0 0.42498681 0.34865953
## 2047 0 0 0.47479705 0.45349366
## 2048 2 1 0.57581670 0.54278084
## 2049 1 1 0.63716863 0.59876730
## 2050 1 0 0.57144040 0.62793564
## 2051 0 0 0.34799860 0.61910286
## 2052 0 0 0.60594095 0.61735391
## 2053 0 0 0.73121651 0.74288399
## 2054 0 0 0.51991433 0.46391489
## 2055 0 0 0.59077128 0.60219837
## 2056 0 0 0.61317094 0.60928813
## 2057 0 0 0.68027088 0.48128279
## 2058 0 0 0.57740532 0.46217288
## 2059 0 0 0.77052509 0.58282561
## 2060 0 0 0.46516309 0.56258797
## 2061 0 1 0.38450084 0.32360180
## 2062 1 0 0.53859382 0.54078870
## 2063 0 0 0.61615580 0.67901856
## 2064 0 0 0.34999248 0.34140025
## 2065 0 0 0.60570278 0.54063234
## 2066 0 0 0.60773686 0.44923030
## 2067 0 0 0.44907684 0.46219888
## 2068 1 0 0.51965296 0.52493317
## 2069 0 1 0.49281308 0.39882450
## 2070 0 0 0.47523811 0.25595060
## 2071 0 0 0.46848460 0.45909043
## 2072 1 0 0.35592199 0.32662018
## 2073 0 0 0.19392294 0.18340695
## 2074 0 0 0.52958973 0.44568077
## 2075 0 0 0.72906742 0.68823710
## 2076 0 0 0.44800759 0.51384594
## 2077 0 1 0.53357443 0.53479390
## 2078 0 0 0.40349155 0.40000325
## 2079 2 0 0.47591067 0.38672982
## 2080 0 0 0.29956359 0.30818985
## 2081 0 0 0.57050120 0.34165822
## 2082 2 0 0.41734572 0.46614733
## 2083 0 1 0.50578144 0.50980654
## 2084 0 0 0.55457575 0.40226173
## 2085 1 0 0.47530258 0.45540709
## 2086 0 1 0.45398079 0.31386304
## 2087 0 1 0.42989383 0.44995279
## 2088 0 0 0.47046024 0.47191057
## 2089 0 0 0.55338819 0.51833752
## 2090 1 0 0.54652787 0.63174677
## 2091 0 1 0.32380271 0.34320070
## 2092 0 1 0.50383567 0.50993200
## 2093 0 1 0.84811680 0.81268627
## 2094 0 0 0.53204192 0.61727704
## 2095 1 0 0.50974131 0.41530743
## 2096 0 0 0.44300647 0.51471740
## 2097 0 0 0.60072582 0.56083443
## 2098 1 1 0.75669291 0.61750020
## 2099 0 0 0.34613429 0.41381015
## 2100 0 0 0.48394334 0.54815133
## 2101 0 1 0.45565131 0.37935081
## 2102 1 0 0.80818301 0.73141997
## 2103 0 0 0.35164848 0.49749216
## 2104 0 0 0.71207681 0.58022303
## 2105 0 0 0.75085085 0.59869930
## 2106 0 0 0.45039550 0.53263318
## 2107 0 1 0.53913571 0.29202235
## 2108 0 0 0.63089843 0.65180369
## 2109 0 0 0.66057628 0.65845154
## 2110 0 0 0.76113609 0.52221715
## 2111 2 0 0.56143891 0.58184791
## 2112 0 0 0.48970271 0.47565465
## 2113 0 0 0.48071414 0.37394142
## 2114 1 0 0.32568118 0.23719445
## 2115 0 0 0.61648934 0.60823804
## 2116 0 0 0.67445344 0.67982530
## 2117 0 0 0.71397439 0.70672319
## 2118 0 0 0.49031855 0.52736079
## 2119 0 1 0.55935692 0.46137125
## 2120 0 0 0.22699992 0.39635870
## 2121 0 0 0.61196472 0.73607163
## 2122 0 0 0.66705130 0.61440571
## 2123 0 0 0.45278949 0.35524319
## 2124 0 0 0.51172460 0.54268332
## 2125 0 0 0.44711030 0.42462777
## 2126 0 0 0.53000235 0.46302726
## 2127 1 0 0.71998967 0.61729457
## 2128 0 0 0.59840224 0.44453923
## 2129 0 0 0.61841726 0.80925943
## 2130 0 0 0.36053763 0.46957218
## 2131 0 0 0.33255673 0.40114134
## 2132 0 1 0.29162400 0.36221009
## 2133 0 0 0.42943629 0.32602290
## 2134 1 0 0.45089285 0.53334320
## 2135 0 0 0.65802262 0.62547546
## 2136 1 1 0.40530902 0.41617973
## 2137 0 0 0.58698019 0.54841898
## 2138 0 0 0.56682730 0.60880507
## 2139 0 0 0.55677105 0.49448728
## 2140 0 0 0.42567521 0.41819629
## 2141 0 0 0.46368129 0.43039319
## 2142 0 0 0.62983059 0.59543496
## 2143 1 0 0.46981427 0.60307232
## 2144 0 0 0.48595388 0.54159453
## 2145 0 0 0.71708038 0.59900199
## 2146 0 0 0.35641660 0.37114223
## 2147 2 1 0.20166304 0.25487156
## 2148 1 0 0.51406081 0.56366926
## 2149 1 0 0.21589643 0.37808733
## 2150 0 0 0.54131516 0.53250279
## 2151 0 0 0.30046867 0.27016272
## 2152 0 0 0.54726490 0.50358847
## 2153 0 1 0.40649717 0.39411569
## 2154 0 0 0.62987425 0.58448401
## 2155 0 0 0.42593569 0.47589828
## 2156 0 0 0.47888900 0.45729933
## 2157 0 0 0.62515658 0.60509227
## 2158 1 1 0.39174553 0.37585264
## 2159 0 0 0.39250477 0.50250443
## 2160 1 0 0.58623001 0.61230118
## 2161 0 0 0.37009139 0.34648354
## 2162 0 0 0.38625544 0.54139810
## 2163 0 0 0.41937053 0.43436376
## 2164 0 0 0.49241843 0.48551799
## 2165 0 1 0.37073403 0.43026738
## 2166 1 1 0.45492174 0.30585388
## 2167 0 0 0.50815449 0.43785215
## 2168 0 0 0.58361366 0.53892725
## 2169 0 0 0.32500968 0.42456818
## 2170 0 0 0.36117370 0.47800790
## 2171 1 0 0.71441017 0.62735477
## 2172 0 2 0.53714600 0.45417996
## 2173 0 1 0.56432019 0.54574885
## 2174 0 0 0.63707823 0.64508464
## 2175 0 0 0.51651266 0.55779293
## 2176 1 1 0.50437662 0.41224384
## 2177 0 0 0.48386583 0.41128622
## 2178 0 1 0.41835838 0.43729727
## 2179 0 0 0.50475020 0.43440366
## 2180 0 0 0.34092177 0.33062085
## 2181 0 0 0.24725531 0.35686454
## 2182 0 0 0.43577135 0.39307755
## 2183 2 1 0.54761536 0.54141357
## 2184 0 0 0.59268555 0.62608433
## 2185 0 0 0.43401182 0.41360426
## 2186 0 0 0.52371003 0.54274757
## 2187 0 1 0.36528520 0.51148639
## 2188 0 0 0.71995506 0.79671273
## 2189 0 0 0.54298180 0.47105872
## 2190 0 0 0.61381519 0.51682517
## 2191 0 0 0.51149063 0.45669303
## 2192 1 0 0.44200188 0.38973077
## 2193 0 1 0.53692175 0.60994935
## 2194 0 0 0.59797734 0.49208629
## 2195 1 0 0.54130648 0.56021957
## 2196 1 0 0.78422484 0.63248841
## 2197 0 0 0.50452600 0.42087843
## 2198 0 0 0.51245559 0.48683487
## 2199 0 0 0.58376268 0.53978896
## 2200 0 0 0.36370368 0.36000235
## 2201 0 0 0.53156622 0.55763947
## 2202 1 0 0.42686536 0.38717670
## 2203 0 0 0.35503939 0.24399619
## 2204 0 1 0.49928203 0.48536264
## 2205 0 0 0.51421929 0.40784042
## 2206 0 0 0.53266972 0.45438284
## 2207 0 0 0.51945068 0.47983024
## 2208 1 0 0.70307762 0.72388526
## 2209 0 0 0.41200341 0.44931558
## 2210 1 0 0.38978512 0.37487019
## 2211 0 0 0.70516250 0.57217563
## 2212 0 0 0.33021410 0.45174793
## 2213 0 0 0.39527753 0.42483380
## 2214 0 0 0.48928339 0.54491831
## 2215 0 0 0.41728367 0.47811310
## 2216 0 0 0.24798189 0.39627205
## 2217 0 0 0.47953261 0.38066153
## 2218 0 0 0.35317538 0.40045651
## 2219 1 1 0.55860044 0.51422850
## 2220 0 0 0.28413694 0.28984452
## 2221 0 0 0.51423049 0.58491866
## 2222 0 0 0.67749499 0.64488983
## 2223 1 0 0.35700911 0.43010274
## 2224 0 0 0.54747674 0.58669539
## 2225 0 0 0.60531304 0.43888510
## 2226 0 0 0.49013633 0.43467770
## 2227 0 0 0.56671328 0.58644123
## 2228 0 0 0.57226919 0.53364221
## 2229 1 1 0.44207698 0.32359968
## 2230 1 0 0.66059250 0.61147728
## 2231 0 0 0.54622597 0.39080053
## 2232 1 0 0.70426382 0.62237365
## 2233 0 0 0.51259802 0.53118959
## 2234 0 0 0.48635802 0.56674817
## 2235 0 0 0.52143440 0.50451722
## 2236 0 0 0.31169740 0.28230651
## 2237 0 0 0.55377074 0.56398989
## 2238 0 0 0.37199938 0.30433042
## 2239 0 0 0.37966339 0.36266179
## 2240 0 0 0.42165266 0.48839029
## 2241 0 0 0.51393770 0.48929235
## 2242 0 0 0.67451533 0.53846928
## 2243 1 0 0.50602919 0.44375970
## 2244 1 0 0.55582911 0.45417462
## 2245 0 0 0.78036404 0.50404052
## 2246 1 0 0.55671002 0.54223353
## 2247 0 1 0.45413028 0.31276285
## 2248 0 0 0.48804414 0.45815199
## 2249 2 0 0.57008009 0.58191919
## 2250 0 0 0.46123783 0.44811465
## 2251 1 1 0.39403601 0.60397497
## 2252 0 0 0.38162929 0.38817052
## 2253 1 0 0.50014333 0.42147836
## 2254 0 0 0.44033118 0.49638239
## 2255 1 1 0.45263704 0.61015964
## 2256 0 0 0.46587907 0.45897584
## 2257 1 1 0.35810680 0.35547228
## 2258 0 0 0.46077411 0.46779732
## 2259 0 0 0.69748691 0.53358951
## 2260 0 1 0.43665248 0.52657158
## 2261 1 0 0.38051991 0.43602649
## 2262 0 0 0.63136425 0.63661537
## 2263 0 0 0.58670360 0.52474332
## 2264 0 0 0.65034775 0.72319533
## 2265 0 0 0.40491596 0.42673808
## 2266 0 0 0.80003358 0.71793078
## 2267 0 0 0.88025776 0.82685281
## 2268 0 1 0.52391287 0.47131413
## 2269 1 0 0.50390963 0.50009359
## 2270 0 0 0.61124873 0.59857627
## 2271 0 0 0.58151724 0.58979573
## 2272 0 0 0.59726412 0.57614404
## 2273 0 1 0.45069938 0.42803731
## 2274 0 0 0.53113078 0.48327179
## 2275 1 0 0.69615657 0.52873771
## 2276 0 0 0.23922523 0.27366422
## 2277 0 0 0.56520534 0.44408440
## 2278 1 1 0.55364915 0.64832824
## 2279 0 0 0.67588311 0.60101297
## 2280 0 0 0.25573786 0.18863015
## 2281 0 0 0.54593164 0.57523560
## 2282 1 0 0.53424388 0.67428305
## 2283 0 0 0.33175358 0.35677124
## 2284 1 1 0.35197063 0.40641955
## 2285 0 1 0.11684026 0.22178918
## 2286 0 0 0.45046574 0.47316652
## 2287 0 1 0.45645078 0.47485598
## 2288 1 1 0.58898500 0.67404217
## 2289 0 0 0.58582469 0.46067464
## 2290 0 0 0.38594659 0.30910360
## 2291 0 0 0.32377983 0.33795581
## 2292 1 0 0.39479126 0.54195388
## 2293 0 0 0.43276305 0.38981517
## 2294 0 0 0.48086670 0.33301169
## 2295 0 0 0.63230099 0.62654647
## 2296 0 1 0.57788583 0.55945377
## 2297 0 0 0.40586409 0.32781683
## 2298 0 1 0.48249406 0.54397163
## 2299 0 0 0.66573994 0.59235531
## 2300 0 0 0.62082973 0.61630792
## 2301 0 0 0.57607084 0.66353863
## 2302 1 0 0.47398390 0.47757982
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## 4591 0 0 0.40389743 0.50574059
## 4592 1 0 0.38064267 0.34917493
## 4593 0 0 0.57537492 0.58023217
## 4594 0 0 0.58345893 0.52503486
## 4595 0 0 0.46431023 0.40826485
## 4596 0 0 0.73855635 0.54189000
## 4597 0 0 0.45470294 0.44474462
## 4598 0 0 0.53083962 0.54642836
## 4599 1 1 0.62847517 0.53325117
## 4600 0 0 0.66273936 0.56976570
## 4601 1 0 0.60303694 0.50843817
## 4602 1 0 0.34080588 0.47188763
## 4603 1 1 0.64797757 0.70270879
## 4604 1 0 0.36938264 0.44598490
## 4605 0 0 0.54149488 0.44714243
## 4606 0 0 0.48841092 0.40349104
## 4607 0 1 0.68179623 0.66483540
## 4608 0 0 0.45792717 0.47645978
## 4609 0 0 0.62967066 0.60243899
## 4610 0 2 0.30279777 0.41865292
## 4611 0 0 0.53533779 0.40131827
## 4612 0 0 0.42667428 0.34239564
## 4613 0 0 0.63480240 0.59975083
## 4614 0 0 0.42963954 0.50845647
## 4615 1 0 0.66428273 0.68245454
## 4616 1 0 0.57979030 0.56391294
## 4617 0 0 0.42067605 0.46881595
## 4618 0 0 0.33070321 0.24450574
## 4619 0 0 0.12441605 0.27572494
## 4620 0 0 0.44648950 0.46083256
## 4621 1 0 0.65710230 0.66076855
## 4622 0 0 0.52765659 0.43354834
## 4623 1 0 0.37943680 0.39001420
## 4624 0 0 0.50140195 0.54282330
## 4625 0 0 0.57727289 0.47956542
## 4626 0 0 0.53221929 0.45896417
## 4627 0 0 0.34596796 0.27545998
## 4628 0 0 0.49407854 0.45242273
## 4629 0 0 0.27007469 0.32466119
## 4630 0 0 0.46063649 0.52431537
## 4631 1 1 0.68655907 0.68963796
## 4632 0 0 0.30339952 0.33920741
## 4633 1 0 0.53463632 0.59971643
## 4634 0 0 0.65257618 0.68207747
## 4635 0 0 0.37759907 0.40761034
## 4636 0 1 0.61345644 0.50229099
## 4637 0 0 0.40110861 0.47364360
## 4638 0 0 0.58561056 0.59202825
## 4639 0 0 0.67475042 0.52576220
## 4640 1 1 0.44115576 0.42693858
## 4641 1 1 0.30304406 0.38203562
## 4642 0 0 0.50104407 0.47648568
## 4643 0 0 0.61030269 0.57192292
## 4644 0 0 0.60933551 0.59655757
## 4645 0 0 0.40165988 0.54642928
## 4646 0 0 0.41145709 0.45265304
## 4647 0 0 0.40445808 0.32926363
## 4648 0 0 0.31260299 0.43272355
## 4649 1 0 0.42853892 0.33828628
## 4650 0 0 0.35239808 0.53694543
## 4651 0 0 0.46127202 0.39020246
## 4652 1 1 0.26033158 0.21788299
## 4653 0 0 0.44768745 0.38537059
## 4654 0 0 0.44550519 0.47401148
## 4655 0 0 0.50275613 0.38131184
## 4656 0 0 0.48727019 0.50148806
## 4657 1 0 0.53813178 0.46529489
## 4658 0 0 0.51053311 0.43711527
## 4659 0 0 0.46467285 0.32525304
## 4660 0 1 0.42022824 0.56606243
## 4661 1 0 0.43784584 0.48163197
## 4662 1 1 0.39091679 0.45265458
## 4663 0 0 0.45753024 0.49657786
## 4664 1 1 0.33647735 0.41239587
## 4665 0 1 0.67804201 0.55910049
## 4666 0 0 0.40240309 0.36766404
## 4667 0 0 0.44609032 0.40488725
## 4668 1 0 0.35553345 0.31110570
## 4669 0 0 0.38412353 0.41590611
## 4670 0 0 0.57810837 0.52494979
## 4671 0 0 0.42436503 0.40197455
## 4672 0 0 0.48388185 0.46444502
## 4673 1 0 0.55167475 0.51383016
## 4674 1 0 0.36307771 0.29663646
## 4675 0 0 0.64047012 0.55279626
## 4676 0 0 0.24709818 0.33205094
## 4677 0 0 0.36921156 0.35310282
## 4678 0 0 0.45659037 0.54552474
## 4679 0 0 0.34174723 0.26688717
## 4680 0 0 0.52641302 0.42102653
## 4681 0 0 0.69576957 0.51431890
## 4682 0 0 0.54472627 0.47166023
## 4683 0 0 0.44639870 0.63772434
## 4684 0 1 0.36658765 0.40428340
## 4685 0 0 0.51925016 0.33289127
## 4686 0 1 0.41618902 0.50231472
## 4687 0 0 0.46079717 0.47569885
## 4688 0 0 0.45466398 0.43600354
## 4689 0 0 0.51894693 0.50154082
## 4690 1 0 0.36685085 0.40948928
## 4691 0 0 0.39021861 0.40784452
## 4692 0 0 0.35302838 0.35576887
## 4693 0 1 0.39428517 0.66982600
## 4694 0 0 0.67980026 0.63759355
## 4695 0 0 0.59175100 0.50760616
## 4696 1 1 0.48304790 0.29938754
## 4697 0 0 0.40062943 0.46775325
## 4698 1 0 0.26840150 0.22576258
## 4699 0 0 0.26779992 0.39983807
## 4700 0 0 0.61501269 0.41922724
## 4701 1 1 0.27835545 0.32878064
## 4702 0 1 0.57081097 0.51238362
## 4703 0 0 0.80387949 0.76109260
## 4704 0 1 0.55832861 0.47033383
## 4705 0 0 0.27868163 0.30262663
## 4706 0 0 0.36193519 0.45598016
## 4707 0 0 0.44793132 0.55137147
## 4708 1 0 0.43189730 0.45981979
## 4709 0 0 0.51903626 0.44600425
## 4710 0 1 0.37258058 0.27873894
## 4711 0 0 0.43962376 0.52311033
## 4712 0 1 0.32238387 0.32183899
## 4713 0 0 0.53952784 0.48724749
## 4714 0 0 0.49506868 0.49747783
## 4715 0 1 0.71460036 0.69130192
## 4716 0 1 0.50559405 0.53707348
## 4717 0 0 0.56947903 0.58687421
## 4718 0 0 0.59402859 0.46209032
## 4719 0 0 0.30306209 0.36566688
## 4720 0 0 0.52979867 0.61346745
## 4721 0 0 0.45099490 0.57111473
## 4722 0 0 0.49779512 0.40145674
## 4723 0 0 0.30467945 0.33705528
## 4724 0 0 0.45949681 0.43020207
## 4725 0 0 0.51666113 0.47382580
## 4726 0 1 0.40506020 0.38899866
## 4727 0 0 0.35853831 0.30149369
## 4728 0 0 0.49797714 0.50631394
## 4729 0 0 0.22147422 0.37674718
## 4730 1 0 0.38619181 0.44764875
## 4731 0 1 0.59273219 0.62901608
## 4732 0 0 0.54160781 0.50396331
## 4733 0 0 0.32762848 0.37419523
## 4734 0 0 0.64427511 0.75992791
## 4735 0 0 0.63246539 0.44305989
## 4736 0 0 0.81952871 0.85268329
## 4737 1 0 0.48240920 0.39588332
## 4738 0 0 0.52962310 0.56296095
## 4739 0 0 0.60170165 0.63334586
## 4740 0 0 0.72863076 0.58473430
## 4741 0 0 0.56379536 0.53676901
## 4742 0 0 0.65941352 0.52197272
## 4743 0 0 0.67095695 0.44290060
## 4744 2 1 0.33666535 0.37756403
## 4745 1 0 0.52705237 0.49586796
## 4746 1 0 0.51260397 0.50505026
## 4747 0 1 0.43996266 0.52491648
## 4748 0 0 0.51242452 0.49069498
## 4749 0 0 0.50631844 0.51553774
## 4750 0 1 0.42803178 0.45247697
## 4751 0 0 0.59129493 0.54765909
## 4752 0 0 0.37670380 0.47938478
## 4753 0 1 0.56373629 0.51081871
## 4754 0 0 0.55365299 0.48653170
## 4755 1 0 0.43346340 0.43233051
## 4756 0 0 0.67145867 0.62387476
## 4757 0 0 0.43460501 0.59269059
## 4758 0 0 0.45659258 0.52590245
## 4759 0 0 0.30885672 0.25731630
## 4760 0 0 0.43554200 0.38237264
## 4761 0 0 0.44916613 0.46640846
## uti_max_credit_line pct_card_over_50_uti ind_XYZ rep_income rep_education
## 1 0.513933626 0.55086602 0 118266.32 college
## 2 0.341627001 0.45141749 0 201365.12 college
## 3 0.542940421 0.60784262 0 191794.49 college
## 4 0.632934063 0.57367993 0 161465.37 graduate
## 5 0.377023569 0.44494570 0 138870.58 graduate
## 6 0.518623855 0.65099646 1 172338.97 college
## 7 0.532155579 0.59361660 1 171661.31 high_school
## 8 0.427834055 0.36431413 1 145790.96 high_school
## 9 0.516643957 0.46245035 0 159936.15 college
## 10 0.622971629 0.72197744 1 134346.14 high_school
## 11 0.584027442 0.61347894 1 167084.55 college
## 12 0.365042165 0.50687358 0 194538.89 high_school
## 13 0.320281315 0.35649953 0 175779.54 high_school
## 14 0.355047950 0.48411236 1 182351.52 college
## 15 0.680003055 0.60349023 0 179766.18 college
## 16 0.581146056 0.71502035 1 140347.53 college
## 17 0.444251980 0.50734276 0 265075.47 college
## 18 0.444265560 0.60219992 0 169168.62 graduate
## 19 0.453465958 0.71680243 0 116235.68 graduate
## 20 0.287341190 0.49615076 0 148191.29 graduate
## 21 0.593239005 0.68604985 1 223373.95 college
## 22 0.490493013 0.57784040 0 274251.46 college
## 23 0.340285475 0.51844652 0 177472.43 college
## 24 0.302966082 0.26128547 0 195613.63 high_school
## 25 0.332061170 0.38645027 0 153631.23 college
## 26 0.419220876 0.30954477 1 178830.86 graduate
## 27 0.380113272 0.36667858 0 188098.22 graduate
## 28 0.403901743 0.41806347 1 153296.79 college
## 29 0.345911747 0.58593904 1 146946.23 college
## 30 0.043305058 0.35832680 1 146099.78 high_school
## 31 0.539248766 0.60398539 0 184944.24 college
## 32 0.465291404 0.54559607 0 160827.10 college
## 33 0.319136880 0.45354724 1 172736.20 high_school
## 34 0.546741930 0.68950079 0 120703.34 graduate
## 35 0.260059575 0.55232772 0 171491.35 high_school
## 36 0.423725700 0.61948132 0 190812.62 college
## 37 0.504501540 0.58753215 0 190828.00 high_school
## 38 0.407762226 0.81418417 1 84630.92 college
## 39 0.453868851 0.45127163 0 157493.26 college
## 40 0.256106727 0.00000000 1 178029.43 college
## 41 0.368347202 0.30382793 0 195773.62 college
## 42 0.353822919 0.43556001 0 161602.22 college
## 43 0.576167493 0.40948197 0 176786.98 high_school
## 44 0.435216792 0.58429588 0 141360.50 high_school
## 45 0.182392953 0.34419359 0 103512.72 college
## 46 0.304191336 0.46935053 0 168328.19 college
## 47 0.572487912 0.71956594 0 154240.06 high_school
## 48 0.614732841 0.74749400 0 148026.22 college
## 49 0.466142631 0.37042028 0 129263.44 graduate
## 50 0.421748624 0.52304130 0 163593.93 college
## 51 0.549326990 0.70364683 0 198291.00 graduate
## 52 0.480139204 0.54690414 0 160461.05 high_school
## 53 0.268102563 0.44909525 0 221018.18 college
## 54 0.364967759 0.63543900 0 120385.93 high_school
## 55 0.603705175 0.63938128 1 125846.26 high_school
## 56 0.551812387 0.65190319 0 158159.22 college
## 57 0.360077991 0.63848770 0 186327.57 high_school
## 58 0.413957023 0.44744961 1 156709.60 high_school
## 59 0.335270690 0.69462764 0 239260.15 college
## 60 0.539176577 0.52843559 0 135672.46 high_school
## 61 0.486892700 0.44902729 1 179011.56 college
## 62 0.402385262 0.47722197 1 153419.28 high_school
## 63 0.369187647 0.43625421 0 148571.08 high_school
## 64 0.480631149 0.61205406 0 119129.70 high_school
## 65 0.597414416 0.53718955 0 192056.23 high_school
## 66 0.504973438 0.70770653 0 177019.42 high_school
## 67 0.493189501 0.53802714 1 212244.57 graduate
## 68 0.409492942 0.45186019 0 246986.32 high_school
## 69 0.539136640 0.44420023 1 185105.24 college
## 70 0.363254259 0.48557228 0 174943.28 high_school
## 71 0.596072514 0.66941589 1 164331.33 college
## 72 0.446696404 0.29119569 1 165772.19 college
## 73 0.541375535 0.63772080 0 143778.04 college
## 74 0.318176468 0.37176916 0 142926.10 college
## 75 0.554606026 0.58593915 1 190912.70 college
## 76 0.454065949 0.58372007 0 124982.16 high_school
## 77 0.486374520 0.50485895 0 145990.33 college
## 78 0.716122828 0.64145752 0 212013.98 college
## 79 0.401560451 0.63737333 0 129473.81 high_school
## 80 0.340635652 0.34660600 0 203115.54 college
## 81 0.396535108 0.65742262 1 123042.46 college
## 82 0.600110645 0.76855254 1 195153.04 college
## 83 0.272006290 0.55313299 0 180459.85 college
## 84 0.576290309 0.55697168 0 197915.83 high_school
## 85 0.377012774 0.32516793 0 207056.63 high_school
## 86 0.623549989 0.69625527 1 153469.73 high_school
## 87 0.433267251 0.49463570 0 126825.55 college
## 88 0.414237098 0.56710019 0 199866.78 college
## 89 0.571236085 0.48181755 0 200028.17 college
## 90 0.663479689 0.73540140 0 200548.50 college
## 91 0.444734607 0.58370418 0 180296.06 high_school
## 92 0.429757675 0.46970932 0 98425.70 college
## 93 0.483082243 0.56326593 0 149423.16 high_school
## 94 0.612044194 0.57782900 0 159013.36 college
## 95 0.504893117 0.52736139 0 115410.46 college
## 96 0.446481904 0.44346692 1 168698.12 high_school
## 97 0.283025002 0.64425381 0 133843.77 graduate
## 98 0.373124756 0.59791523 0 116444.49 college
## 99 0.491119561 0.53986649 0 155303.97 high_school
## 100 0.762346452 0.83774134 0 154723.76 college
## 101 0.370395036 0.50184085 1 139649.42 graduate
## 102 0.402059411 0.44930515 0 186341.12 college
## 103 0.571105549 0.39206365 0 191976.45 college
## 104 0.455764597 0.48765421 0 156787.94 college
## 105 0.583679953 0.59692754 0 214474.19 college
## 106 0.520702402 0.42153614 1 192393.73 college
## 107 0.532515814 0.42832712 0 117456.63 college
## 108 0.504177999 0.48232416 0 217524.86 college
## 109 0.565764284 0.67102258 0 159753.18 college
## 110 0.592356219 0.58961983 1 200020.06 college
## 111 0.357523374 0.47747824 1 180250.02 college
## 112 0.599479821 0.62670569 0 120132.56 college
## 113 0.409032839 0.46372166 0 190179.42 college
## 114 0.603845672 0.48322719 0 132148.09 college
## 115 0.506091817 0.49200892 0 157049.88 high_school
## 116 0.384134567 0.53538653 0 176620.30 graduate
## 117 0.176935042 0.47365481 0 174985.27 college
## 118 0.329698637 0.65880899 0 162082.27 college
## 119 0.641045586 0.76483983 0 193664.80 college
## 120 0.431190168 0.45325820 0 160107.57 high_school
## 121 0.404476312 0.46986138 0 184951.95 high_school
## 122 0.686074942 0.52912761 0 234895.46 high_school
## 123 0.489987467 0.53016731 0 152458.71 college
## 124 0.228009537 0.55238252 0 170496.33 college
## 125 0.466343978 0.61946237 0 127017.61 graduate
## 126 0.323676275 0.58486043 1 126242.36 college
## 127 0.478950580 0.52149425 0 145689.42 college
## 128 0.287943061 0.45515650 0 115401.64 college
## 129 0.462412027 0.63426790 1 174725.97 college
## 130 0.333061196 0.55740381 1 143096.13 college
## 131 0.440577449 0.56919596 0 144707.18 college
## 132 0.309217284 0.24955122 0 169290.35 college
## 133 0.499591329 0.45850411 0 125758.94 college
## 134 0.261299331 0.48882311 0 140402.50 high_school
## 135 0.418648881 0.55769867 0 209284.26 high_school
## 136 0.495169135 0.50511013 1 160863.73 college
## 137 0.217098411 0.47368730 0 148280.06 college
## 138 0.390943780 0.36248588 0 122975.20 college
## 139 0.648532918 0.77979104 0 241189.14 other
## 140 0.449647013 0.54647014 0 151427.68 high_school
## 141 0.320151941 0.55293813 1 142181.04 high_school
## 142 0.475777207 0.59820800 0 185785.90 graduate
## 143 0.389219674 0.60224783 1 170151.54 college
## 144 0.539010138 0.62880770 0 144906.56 high_school
## 145 0.409232173 0.59525603 0 202837.75 high_school
## 146 0.640818988 0.58807426 0 184537.50 high_school
## 147 0.507172509 0.48104495 0 187911.60 high_school
## 148 0.476433528 0.42283793 0 152934.53 high_school
## 149 0.329645938 0.53956519 0 196449.43 college
## 150 0.610187293 0.69389892 0 190687.66 college
## 151 0.590314706 0.51067251 0 151905.64 high_school
## 152 0.598920397 0.80120962 0 199540.59 graduate
## 153 0.691030641 0.74339378 0 225135.55 college
## 154 0.475646197 0.55604566 0 131994.81 college
## 155 0.550964409 0.62984101 1 195587.03 high_school
## 156 0.199128465 0.50450983 0 225517.33 college
## 157 0.260727203 0.40817427 0 234228.54 high_school
## 158 0.516339776 0.42847317 1 173492.43 college
## 159 0.436351656 0.47275192 0 195737.23 college
## 160 0.670693292 0.69703240 0 207662.36 high_school
## 161 0.361492995 0.44479462 1 170200.92 college
## 162 0.157599523 0.32717057 0 154247.31 high_school
## 163 0.507541797 0.64066395 0 188251.26 high_school
## 164 0.582547801 0.48939794 0 230917.43 college
## 165 0.297458979 0.48728549 0 78209.68 college
## 166 0.421802145 0.58181619 0 246905.93 college
## 167 0.607467260 0.55999584 0 195061.03 college
## 168 0.590505019 0.66359568 0 137272.90 high_school
## 169 0.338269324 0.34657686 0 143115.41 college
## 170 0.414063036 0.54424285 0 158151.53 high_school
## 171 0.666315189 0.79825035 0 183081.76 graduate
## 172 0.489439065 0.49615681 1 166784.69 high_school
## 173 0.399959194 0.42314505 1 199202.74 college
## 174 0.396693417 0.65935036 0 169737.52 graduate
## 175 0.492127164 0.79759070 0 127300.50 high_school
## 176 0.336833346 0.39091500 0 260085.50 graduate
## 177 0.278479312 0.34294263 0 132399.29 college
## 178 0.391832749 0.49697806 0 197699.35 high_school
## 179 0.450233948 0.60082738 0 180378.40 college
## 180 0.379967377 0.46303743 0 186306.23 graduate
## 181 0.532012109 0.53295077 0 128078.62 college
## 182 0.479567213 0.48876938 1 178036.41 college
## 183 0.557761015 0.70984714 0 190629.33 college
## 184 0.391017782 0.36477689 0 223230.88 college
## 185 0.503459019 0.65876347 0 202184.50 college
## 186 0.463104394 0.55811086 0 257633.51 college
## 187 0.495219434 0.67876296 0 193410.86 college
## 188 0.392864691 0.61437583 0 149058.53 high_school
## 189 0.692697204 0.71898268 0 177786.31 graduate
## 190 0.288550906 0.46788994 0 177169.23 college
## 191 0.482195541 0.42486213 0 181460.52 college
## 192 0.386561819 0.39310865 0 190101.84 college
## 193 0.479890278 0.44024101 0 145796.47 college
## 194 0.809065822 0.66730967 0 67697.27 college
## 195 0.440496289 0.40825773 0 174535.19 college
## 196 0.707786987 0.62161841 0 156650.61 college
## 197 0.615272240 0.60092275 0 135530.71 high_school
## 198 0.429286219 0.71108171 0 149895.66 college
## 199 0.413961607 0.46035592 0 169410.04 college
## 200 0.419579175 0.57268377 0 158599.76 graduate
## 201 0.427888894 0.54146644 0 201746.47 high_school
## 202 0.636500652 0.49251304 0 214613.68 high_school
## 203 0.545047664 0.62487780 0 133595.27 high_school
## 204 0.287546259 0.42399382 0 174438.82 high_school
## 205 0.729907421 0.70114514 0 126877.82 college
## 206 0.683582589 0.63570407 0 215332.04 college
## 207 0.258015618 0.44746530 0 142620.27 high_school
## 208 0.443229882 0.43001528 0 121706.51 college
## 209 0.437910043 0.26770311 0 182414.61 college
## 210 0.522226340 0.46362212 0 104449.87 high_school
## 211 0.724852566 0.74841404 0 190598.47 high_school
## 212 0.562711478 0.50493499 1 137511.74 college
## 213 0.314464861 0.36565746 1 177330.29 graduate
## 214 0.466373717 0.47512210 0 169904.05 college
## 215 0.400026059 0.56339540 0 164108.74 graduate
## 216 0.314115494 0.47944814 0 167555.42 high_school
## 217 0.680482455 0.73318866 0 166454.66 graduate
## 218 0.725081153 0.73939754 0 156081.72 college
## 219 0.583052712 0.82833499 0 154662.91 college
## 220 0.355011565 0.56321627 0 113843.94 college
## 221 0.465602345 0.38809924 1 205336.33 high_school
## 222 0.519406439 0.71937856 0 240046.48 college
## 223 0.352022083 0.54935801 0 137900.34 high_school
## 224 0.635515240 0.66203179 0 187578.40 college
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## 1855 0.351120580 0.63545321 0 232798.24 college
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## 1883 0.449798035 0.57005866 0 162888.75 high_school
## 1884 0.715744504 0.75868090 0 168306.05 college
## 1885 0.664146664 0.53302482 0 188307.64 graduate
## 1886 0.482194243 0.46683591 1 202823.51 college
## 1887 0.419266732 0.53464827 0 148036.47 college
## 1888 0.612199301 0.67888605 0 175686.91 graduate
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## 1892 0.711187498 0.64618466 1 164888.05 high_school
## 1893 0.632580545 0.84387494 0 137531.58 college
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## 1896 0.350450258 0.43072735 0 123390.12 college
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## 1899 0.500142667 0.56692234 0 161509.90 college
## 1900 0.398827156 0.51455610 0 206169.10 high_school
## 1901 0.315225022 0.32069038 0 197046.43 college
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## 1903 0.460825639 0.46099896 0 126399.42 college
## 1904 0.319215829 0.41765766 0 175584.37 college
## 1905 0.681302586 0.86165303 0 169213.60 college
## 1906 0.568018201 0.53212175 0 181689.74 college
## 1907 0.656208240 0.75369341 0 160373.99 graduate
## 1908 0.528149956 0.59487633 1 189501.12 college
## 1909 0.434980491 0.54811810 1 170018.39 college
## 1910 0.371928863 0.52596660 1 185505.75 college
## 1911 0.535268443 0.53997022 0 169526.48 college
## 1912 0.336738352 0.46631928 0 165660.74 college
## 1913 0.458894341 0.43683404 0 175768.97 college
## 1914 0.456443377 0.48894564 0 132870.83 graduate
## 1915 0.410500735 0.39183958 0 200521.16 college
## 1916 0.401684435 0.55613667 0 120895.53 college
## 1917 0.550989117 0.61472806 0 191097.96 college
## 1918 0.450476196 0.60085119 1 183361.16 college
## 1919 0.401420298 0.44554279 0 238684.34 graduate
## 1920 0.287865566 0.28662853 1 166883.43 college
## 1921 0.281100885 0.28456738 0 197363.93 college
## 1922 0.511274761 0.44181712 0 230968.27 college
## 1923 0.683512878 0.70875661 1 168332.14 college
## 1924 0.643311019 0.73541722 0 243872.97 college
## 1925 0.468773865 0.50023502 0 226075.42 college
## 1926 0.376632936 0.66944725 0 160553.25 college
## 1927 0.534539780 0.44741041 0 165113.91 graduate
## 1928 0.388226149 0.49442819 0 183245.94 graduate
## 1929 0.406624544 0.53821055 0 168973.66 college
## 1930 0.561580282 0.63916945 0 210157.31 college
## 1931 0.529362073 0.86229497 0 186602.16 college
## 1932 0.396237031 0.46571484 0 117516.90 college
## 1933 0.374321486 0.66774619 0 192721.83 high_school
## 1934 0.446798166 0.50499423 0 179100.86 high_school
## 1935 0.648949779 0.67409023 0 191904.64 high_school
## 1936 0.353645913 0.54715215 0 146362.16 high_school
## 1937 0.371267637 0.55035211 1 222424.21 college
## 1938 0.463480198 0.57697498 1 160819.26 graduate
## 1939 0.644043963 0.60122991 0 165961.39 college
## 1940 0.318189338 0.72247193 1 229333.83 high_school
## 1941 0.356607914 0.53800827 0 155027.76 graduate
## 1942 0.577082459 0.78588629 0 174031.77 graduate
## 1943 0.605821206 0.69690435 0 136921.08 high_school
## 1944 0.632794662 0.67955902 0 193094.37 college
## 1945 0.790570728 0.71601106 0 178280.23 graduate
## 1946 0.374039046 0.46259017 0 187292.14 college
## 1947 0.334799215 0.70588056 0 133554.07 high_school
## 1948 0.555497372 0.64981277 1 252167.43 college
## 1949 0.408136504 0.68111487 1 212122.73 high_school
## 1950 0.372797020 0.50482494 0 155145.83 college
## 1951 0.280916248 0.49227671 0 169762.25 college
## 1952 0.482887303 0.75474831 1 102342.76 college
## 1953 0.574299829 0.55066879 1 149965.60 high_school
## 1954 0.485581604 0.49367589 0 231167.21 college
## 1955 0.452957399 0.42891739 0 169120.17 college
## 1956 0.424533117 0.58519015 1 101208.94 college
## 1957 0.518016573 0.64658882 0 169158.06 high_school
## 1958 0.526621530 0.40762472 0 174626.11 college
## 1959 0.581193387 0.67554354 0 169071.36 college
## 1960 0.447479102 0.49862655 1 168337.62 college
## 1961 0.370226426 0.45751915 0 137522.42 graduate
## 1962 0.620084279 0.74307881 0 211915.61 college
## 1963 0.344956512 0.47253200 0 184341.74 high_school
## 1964 0.473532173 0.47354649 0 165331.85 college
## 1965 0.540068943 0.70571462 0 228370.98 college
## 1966 0.425447236 0.52283474 1 168666.25 high_school
## 1967 0.577728812 0.69473775 0 188628.81 college
## 1968 0.523982116 0.70149678 0 152398.86 college
## 1969 0.408303482 0.23204928 0 153201.64 college
## 1970 0.476860614 0.33241407 0 174821.93 college
## 1971 0.589674004 0.64492359 0 219686.55 high_school
## 1972 0.388516789 0.64394599 0 111857.54 college
## 1973 0.449794404 0.37676401 0 136453.56 college
## 1974 0.492912586 0.73438273 0 158064.53 college
## 1975 0.348210821 0.48509856 0 203759.98 graduate
## 1976 0.320399673 0.47839934 0 203475.84 high_school
## 1977 0.467480243 0.59791779 0 218218.62 high_school
## 1978 0.433614889 0.44441762 0 157312.77 high_school
## 1979 0.619197352 0.61568045 0 217798.08 graduate
## 1980 0.253787889 0.42529310 0 151521.95 high_school
## 1981 0.276296552 0.32332717 0 171840.12 graduate
## 1982 0.383602867 0.45599184 0 173130.05 college
## 1983 0.525275719 0.55961758 1 160691.27 college
## 1984 0.270367326 0.48384873 1 187290.79 high_school
## 1985 0.307127127 0.40612904 0 206838.77 college
## 1986 0.696729045 0.65753307 0 209153.00 college
## 1987 0.434179997 0.55901221 0 177247.99 college
## 1988 0.407495873 0.66096470 1 159824.78 graduate
## 1989 0.432996615 0.40144580 0 182160.41 graduate
## 1990 0.404206166 0.56148094 0 154167.15 college
## 1991 0.610534247 0.46419394 0 137502.19 college
## 1992 0.497616543 0.55230837 1 185277.17 college
## 1993 0.445380937 0.44305164 0 186238.56 college
## 1994 0.328786300 0.54658241 1 116548.79 high_school
## 1995 0.315999376 0.45625518 0 181740.64 college
## 1996 0.157807613 0.25530875 0 212299.76 college
## 1997 0.394173061 0.44020893 0 157920.96 graduate
## 1998 0.204751999 0.37992671 0 168202.71 college
## 1999 0.743638541 0.84578397 0 221170.67 college
## 2000 0.363777251 0.65231315 1 201004.63 college
## 2001 0.441651624 0.51766798 1 236457.48 graduate
## 2002 0.628756418 0.57270657 0 233532.50 high_school
## 2003 0.561200787 0.60733836 0 167067.62 graduate
## 2004 0.536974092 0.56811598 0 149576.50 college
## 2005 0.459717062 0.33048955 1 172618.85 college
## 2006 0.459296752 0.48754916 0 175328.75 college
## 2007 0.394629598 0.50127566 0 168111.35 college
## 2008 0.464678292 0.57796485 1 200641.93 college
## 2009 0.722982703 0.75168720 0 160890.31 graduate
## 2010 0.620748630 0.73156328 0 187821.42 high_school
## 2011 0.477672207 0.52833673 0 110682.77 college
## 2012 0.540685359 0.51836001 1 126247.23 graduate
## 2013 0.307376445 0.31754689 0 115393.56 college
## 2014 0.477787905 0.58688994 0 198983.66 college
## 2015 0.675970747 0.73573094 1 157678.65 graduate
## 2016 0.216802808 0.22995807 1 126522.88 graduate
## 2017 0.366900108 0.46925524 0 174106.89 high_school
## 2018 0.523692411 0.44845794 0 166667.13 high_school
## 2019 0.570885305 0.77195822 1 129798.20 college
## 2020 0.526514036 0.57705408 0 173092.88 graduate
## 2021 0.327895611 0.40653687 0 178454.53 college
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## [ reached 'max' / getOption("max.print") -- omitted 11892 rows ]dim(new_loan_df)## [1] 16653 212. Data summary statistics
summary(new_loan_df)## tot_balance avg_bal_cards credit_age credit_age_good_account
## Min. : 0 Min. : 0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 92142 1st Qu.:10135 1st Qu.:231.0 1st Qu.:120.0
## Median :107740 Median :12237 Median :281.0 Median :146.0
## Mean :107503 Mean :12226 Mean :280.9 Mean :146.2
## 3rd Qu.:122932 3rd Qu.:14297 3rd Qu.:330.0 3rd Qu.:172.0
## Max. :200000 Max. :25000 Max. :550.0 Max. :300.0
## credit_card_age num_acc_30d_past_due_12_months num_acc_30d_past_due_6_months
## Min. : 0.0 Min. :0.0000 Min. :0.00000
## 1st Qu.:242.0 1st Qu.:0.0000 1st Qu.:0.00000
## Median :285.0 Median :0.0000 Median :0.00000
## Mean :285.4 Mean :0.1579 Mean :0.02936
## 3rd Qu.:330.0 3rd Qu.:0.0000 3rd Qu.:0.00000
## Max. :550.0 Max. :5.0000 Max. :2.00000
## num_mortgage_currently_past_due tot_amount_currently_past_due
## Min. :0.0000 Min. : 0.0
## 1st Qu.:0.0000 1st Qu.: 0.0
## Median :0.0000 Median : 0.0
## Mean :0.0299 Mean : 354.2
## 3rd Qu.:0.0000 3rd Qu.: 0.0
## Max. :1.0000 Max. :35000.0
## num_inq_12_month num_card_inq_24_month num_card_12_month num_auto_.36_month
## Min. : 0.0000 Min. : 0.000 Min. :0.0000 Min. :0.000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0.0000 1st Qu.:0.000
## Median : 0.0000 Median : 0.000 Median :0.0000 Median :0.000
## Mean : 0.6133 Mean : 1.044 Mean :0.2723 Mean :0.165
## 3rd Qu.: 1.0000 3rd Qu.: 1.000 3rd Qu.:1.0000 3rd Qu.:0.000
## Max. :10.0000 Max. :18.000 Max. :3.0000 Max. :2.000
## uti_open_card pct_over_50_uti uti_max_credit_line pct_card_over_50_uti
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.4048 1st Qu.:0.4011 1st Qu.:0.3778 1st Qu.:0.4643
## Median :0.4909 Median :0.4855 Median :0.4649 Median :0.5518
## Mean :0.4914 Mean :0.4842 Mean :0.4653 Mean :0.5511
## 3rd Qu.:0.5783 3rd Qu.:0.5679 3rd Qu.:0.5541 3rd Qu.:0.6384
## Max. :1.0000 Max. :0.9294 Max. :1.0000 Max. :1.0000
## ind_XYZ rep_income rep_education Def_ind
## Min. :0.0000 Min. : 20000 Length:16653 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:143751 Class :character 1st Qu.:0.0000
## Median :0.0000 Median :166630 Mode :character Median :0.0000
## Mean :0.2487 Mean :166504 Mean :0.1019
## 3rd Qu.:0.0000 3rd Qu.:189020 3rd Qu.:0.0000
## Max. :1.0000 Max. :300000 Max. :1.0000#summary(new_loan_df$num_card_inq_24_month)
#summary(new_loan_df$tot_amount_currently_past_due)“num_card_inq_24_month” and “tot_amount_currently_past_due” are both right skewed because mean > median. “credit_age” is bell-shaped because the median is approximately equal to the mean.
The shapes confirm my answer above.
ggplot(new_loan_df, aes(x=num_card_inq_24_month)) +
geom_histogram(fill = "darkcyan")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
ggplot(new_loan_df, aes(x=tot_amount_currently_past_due)) +
geom_histogram(fill = "darkslategrey")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
ggplot(new_loan_df, aes(x=credit_age)) +
geom_histogram(fill = "chocolate3")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
- Two ways to convert “rep_education” (categorical) to numerical data:
- Covert each category to a specific number. For example, ‘highschool’ to 0, ‘college’ to 1, and ‘graduate’ to 2.
- Count the existence of each category, so each category is now displayed as a row. For instance, the value of that row will be 1 if the categorical value matches with the row.
Data Visualization
- Bar plot for ‘Def_ind’ The graph has 2 values 0 (indicating not defaulted account) and 1 (defaulted account) on the x-axis, the y-axis shows the frequency of each x-value appear in the data set.
ggplot(new_loan_df, aes(x=Def_ind))+
geom_bar(fill = "darkolivegreen4")+
xlab("Indicator of Default")+
ylab("Number of accounts")+
labs(caption = "0 = not defaulted, 1 = account defaulted", title = "Number of accounts based on the indicator of default")
- Bar plot for ‘rep_education’ Describe the graph: The x-axis shows the levels of education, and the y-axis shows number of applicants of each level accordingly. Applicants who is in college have the highest population among all.
ggplot(new_loan_df, aes(x=rep_education))+
geom_bar(fill = "chocolate1")+
xlab("Levels of education")+
ylab("Number of applicants")+
labs(title="Number of applicants of each education level")
- Histogram for ‘rep_income’ The graph looks like a bell-shaped curve.
ggplot(new_loan_df, aes(x=rep_income))+
geom_histogram(fill = "darksalmon")+
xlab("Income range")+
ylab("Number of applicants")+
labs(title = "Distribution of income of applicants")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
- Boxplot for ‘tot_balance’
There are outliers in the data set, as printed out in the console.
ggplot(new_loan_df, aes(x=tot_balance))+
geom_boxplot()+
xlab("Total available balance")+
labs(title = "Distribution of total available balance for all credit products")
#summary
summary(new_loan_df$tot_balance) ## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0 92142 107740 107503 122932 200000#find outliers
outliers <- boxplot.stats(new_loan_df$tot_balance)$out
print(outliers)## [1] 37213.81 176118.32 175548.20 174991.23 45908.84 172021.49 188251.04
## [8] 177612.90 30917.23 31931.05 41069.30 31215.30 43069.16 33995.84
## [15] 44202.58 44532.17 174821.66 39126.32 37189.69 45624.69 0.00
## [22] 36256.21 30780.03 176206.95 45371.69 179531.11 45126.65 172831.88
## [29] 37431.07 43972.68 41012.27 176225.82 172820.94 37724.46 173917.16
## [36] 41043.34 170626.70 43349.10 175988.74 182871.57 44179.22 41462.38
## [43] 44474.37 175710.42 169497.88 44099.11 38838.70 172062.06 45218.49
## [50] 45238.39 173751.80 171941.51 200000.00 170562.14 169207.14 22812.25
## [57] 42402.89 45528.07 171547.45 43154.35 45639.00 45068.05 175989.66
## [64] 183558.68 174756.93 29795.50 186386.24 174318.25 172251.35 194485.99
## [71] 173533.11 33319.34 39744.14 45505.23 36839.24 174664.56 36874.44
## [78] 170056.55 169129.42 25018.42 169498.02 45355.74 32057.66 172877.95
## [85] 172258.75 45905.18 43076.09 40345.16Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.